551 Publikationen
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2025 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 3001658H. Peters, A. Mazur, A. K. Pandey, A. Trächtler, B. Hammer, and W. Homberg, “Development of a digital twin for data-driven modeling of punch-bending processes using a graphical modeling notation”, at - Automatisierungstechnik, 2025, 73, 173-184.PUB | DOI | WoS
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2024 | Konferenzbeitrag | PUB-ID: 3000176F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, and B. Hammer, in Proceedings of the 41st International Conference on Machine Learning (Eds.: R. Salakhutdinov, Z. Kolter, K. Heller, A. Weller, N. Oliver, J. Scarlett, F. Berkenkamp), Pmlr, 2024, p. 14308-14342.PUB
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2993714A. Mazur, J. (I. ) Roberts, D. Leins, A. Schulz, and B. Hammer, in ESANN 2024 proceedings, Ciaco - I6Doc.com, Louvain-la-Neuve (Belgium), 2024, p. 649-654.PUB | PDF | DOI | Download (ext.)
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2024 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2993739V. Vaquet, F. Hinder, A. Artelt, I. Ashraf, J. Strotherm, J. Vaquet, J. Brinkrolf, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2024. 33rd International Conference on Artificial Neural Networks, Lugano, Switzerland, September 17–20, 2024, Proceedings, Part IX (Eds.: M. Wand, K. Malinovská, J. Schmidhuber, I.V. Tetko), Springer Nature Switzerland, Cham, 2024, p. 155-170.PUB | DOI | WoS
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2994158B. Hammer, in Advances in Self-Organizing Maps, Learning Vector Quantization, Interpretable Machine Learning, and Beyond (WSOM+ 2024) (Eds.: T. Villmann, M. Kaden, T. Geweniger, F.-M. Schleif), Springer , Cham, 2024, p. 139-140.PUB | DOI | WoS
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2991394P. Kolpaczki, M. Muschalik, F. Fumagalli, B. Hammer, and E. Hüllermeier, in International Conference on Artificial Intelligence and Statistics, 2-4 May 2024, Palau de Congressos, Valencia, Spain (Eds.: S. Dasgupta, S. Mandt, Y. Li), Pmlr, San Diego, 2024, p. 3520-3528.PUB | WoS | arXiv
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2024 | Konferenzbeitrag | PUB-ID: 2992095F. Störck, F. Hinder, J. Brinkrolf, B. Paaßen, V. Vaquet, and B. Hammer, in Proceedings of the 15th International Workshop on Self-Organizing Maps (WSOM 2024) (Eds.: T. Villmann, M. Kaden, T. Geweniger, F.-M. Schleif), Springer Nature Switzerland, Cham, 2024, p. 141-151.PUB | DOI | Download (ext.) | WoS
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2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2993652Z. H. Shah, M. Müller, W. Hübner, H. Ortkraß, B. Hammer, T. Huser, and W. Schenck, “Image restoration in frequency space using complex-valued CNNs”, Frontiers in Artificial Intelligence , 2024, 7, : 1353873.PUB | DOI | WoS | PubMed | Europe PMC
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2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2991468F. Hinder, V. Vaquet, and B. Hammer, “One or two things we know about concept drift—a survey on monitoring in evolving environments. Part B: locating and explaining concept drift”, Frontiers in Artificial Intelligence, 2024, 7.PUB | PDF | DOI | WoS | PubMed | Europe PMC
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2024 | Report | Veröffentlicht | PUB-ID: 2992602B. Hammer, Ö. Alaçam, C. S. Arlinghaus, M. Brinkmann, H. Dörksen, S. Hoeken, T. Jungeblut, J. Knaup, D. Leite, V. Lohweg, et al., Sustainable Life-Cycle of Intelligent Socio-Technical Systems, 2024.PUB | Dateien verfügbar | DOI
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2024 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2988509F. Hinder, V. Vaquet, and B. Hammer, in Advances in Intelligent Data Analysis XXII. 22nd International Symposium on Intelligent Data Analysis, IDA 2024, Stockholm, Sweden, April 24–26, 2024, Proceedings, Part I (Eds.: I. Miliou, N. Piatkowski, P. Papapetrou), Springer Nature Switzerland, Cham, 2024, p. 77-89.PUB | DOI | WoS
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2992337D. Zanutto, C. Michalopoulos, G. - A. Chatzistefanou, L. Vamvakeridou-Lyroudia, L. Tsiami, K. Glynis, P. Samartzis, L. Hermes, F. Hinder, J. Vaquet, et al., in The 3rd International Joint Conference on Water Distribution Systems Analysis & Computing and Control for the Water Industry (WDSA/CCWI 2024), Mdpi, Basel Switzerland, 2024, p. 60.PUB | PDF | DOI
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2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2991310F. Hinder, V. Vaquet, and B. Hammer, “One or two things we know about concept drift-a survey on monitoring in evolving environments. Part A: detecting concept drift”, Frontiers in Artificial Intelligence , 2024, 7, : 1330257.PUB | PDF | DOI | WoS | PubMed | Europe PMC
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2987572S. Schroeder, A. Schulz, F. Hinder, and B. Hammer, in Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods. Vol. 1, Scitepress - Science And Technology Publications, Setúbal, Portugal, 2024, p. 160-168.PUB | DOI
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2987573N. Grimmelsmann, M. Mechtenberg, M. Vieth, A. Schulz, B. Hammer, and A. Schneider, in Proceedings of the 17th International Joint Conference on Biomedical Engineering Systems and Technologies, Scitepress - Science And Technology Publications, Setúbal, Portugal, 2024, p. 611-621.PUB | DOI
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2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2988165M. Muschalik, F. Fumagalli, B. Hammer, and E. Hüllermeier, “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles”, Proceedings of the AAAI Conference on Artificial Intelligence, 2024, 38, 14388-14396.PUB | DOI
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2984049M. I. Ashraf, L. Hermes, A. Artelt, and B. Hammer, in Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings (Eds.: B. Crémilleux, S. Hess, S. Nijssen), Springer Nature Switzerland, Cham, 2023, p. 29-41.PUB | DOI
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983942M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, and E. Hüllermeier, in Explainable Artificial Intelligence. First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part I (Ed.: L. Longo), Springer Nature Switzerland, Cham, 2023, p. 177-194.PUB | DOI | WoS
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983795U. Kuhl, A. Artelt, and B. Hammer, in Explainable Artificial Intelligence. First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part III (Ed.: L. Longo), Springer Nature Switzerland, Cham, 2023, p. 280-300.PUB | DOI | WoS
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2987580F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, and B. Hammer, in Advances in Neural Information Processing Systems 36 (NeurIPS 2023), 2023.PUB | Download (ext.) | WoS | arXiv
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2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2969734U. Kuhl, A. Artelt, and B. Hammer, “Let's go to the Alien Zoo: Introducing an experimental framework to study usability of counterfactual explanations for machine learning”, Frontiers in Computer Science, 2023, 5, : 1087929.PUB | PDF | DOI | Download (ext.) | WoS | arXiv
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2980971J. Strotherm, and B. Hammer, 2023.PUB | DOI | Download (ext.)
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2977934F. Hinder, V. Vaquet, J. Brinkrolf, and B. Hammer, in Advances in Intelligent Data Analysis XXI. 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings (Eds.: B. Crémilleux, S. Hess, S. Nijssen), Springer , Cham, 2023, p. 182-194.PUB | DOI
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982167F. Hinder, V. Vaquet, J. Brinkrolf, and B. Hammer, in Proceedings of the 12th International Conference on Pattern Recognition Applications and Methods ICPRAM. Vol. 1 (Eds.: M. De Marsico, G. Sanniti di Baja, A. Fred), Scitepress - Science And Technology Publications, Setúbal, 2023, p. 164-175.PUB | DOI
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969381S. Schroeder, A. Schulz, P. Kenneweg, and B. Hammer, in Proceedings of the 12th International Conference on Pattern Recognition Applications and Methods, Scitepress - Science And Technology Publications, Setúbal, Portugal, 2023, p. 403-410.PUB | DOI
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969382P. Kenneweg, S. Schroeder, A. Schulz, and B. Hammer, in Proceedings of the 12th International Conference on Pattern Recognition Applications and Methods, Scitepress - Science And Technology Publications, Setúbal, Portugal, 2023, p. 205-212.PUB | DOI
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983250M. Vieth, A. Schulz, and B. Hammer, in Advances in Computational Intelligence. 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19–21, 2023, Proceedings, Part I (Eds.: I. Rojas, G. Joya, A. Catala), Springer Nature Switzerland, Cham, 2023, p. 92-104.PUB | DOI
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983455A. Liuliakov, A. Schulz, L. Hermes, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2023. 32nd International Conference on Artificial Neural Networks, Heraklion, Crete, Greece, September 26–29, 2023, Proceedings, Part IV (Eds.: L. Iliadis, A. Papaleonidas, P. Angelov, C. Jayne), Springer Nature Switzerland, Cham, 2023, p. 537-549.PUB | DOI
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983943M. Muschalik, F. Fumagalli, B. Hammer, and E. Hüllermeier, in Machine Learning and Knowledge Discovery in Databases: Research Track. European Conference, ECML PKDD 2023, Turin, Italy, September 18–22, 2023, Proceedings, Part III (Eds.: D. Koutra, C. Plant, M. Gomez Rodriguez, E. Baralis, F. Bonchi), Springer Nature Switzerland, Cham, 2023, p. 428-445.PUB | DOI
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2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2981289F. Hinder, V. Vaquet, J. Brinkrolf, and B. Hammer, “Model-based explanations of concept drift”, Neurocomputing, 2023, : 126640.PUB | DOI | Download (ext.) | WoS
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2982830F. Hinder, and B. Hammer, in ESANN 2023 Proceedings (Ed.: M. Verleysen), 2023.PUB
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2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2983759P. Koundouri, B. Hammer, U. Kuhl, and A. Velias, “Behavioral Economics and Neuroeconomics of Environmental Values”, Annual Review of Resource Economics, 2023, 15, 153-176.PUB | DOI | Download (ext.) | WoS
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983457S. Schroeder, A. Schulz, I. Tarakanov, R. Feldhans, and B. Hammer, in Advances in Computational Intelligence. 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19–21, 2023, Proceedings, Part I (Eds.: I. Rojas, G. Joya, A. Catala), Springer Nature Switzerland, Cham, 2023, p. 134-145.PUB | DOI
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983406P. Stahlhofen, A. Artelt, L. Hermes, and B. Hammer, in Advances in Computational Intelligence. 17th International Work-Conference on Artificial Neural Networks, IWANN 2023, Ponta Delgada, Portugal, June 19–21, 2023, Proceedings, Part II (Eds.: I. Rojas, G. Joya, A. Catala), Springer Nature Switzerland, Cham, 2023, p. 451-463.PUB | DOI | Preprint
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2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2962746A. Artelt, F. Hinder, V. Vaquet, R. Feldhans, and B. Hammer, “Contrasting Explanations for Understanding and Regularizing Model Adaptations”, Neural Processing Letters, 2022, 55, 5273–5297.PUB | PDF | DOI | Download (ext.) | WoS
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2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2967683P. Kenneweg, D. Stallmann, and B. Hammer, “Novel transfer learning schemes based on Siamese networks and synthetic data”, Neural Computing and Applications, 2022, 35, 8423–8436.PUB | PDF | DOI | Download (ext.) | WoS | PubMed | Europe PMC
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2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982135J. Jakob, M. Hasenjäger, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2022. 31st International Conference on Artificial Neural Networks, Bristol, UK, September 6–9, 2022, Proceedings; Part IV (Eds.: E. Pimenidis, P. Angelov, C. Jayne, A. Papaleonidas, M. Aydin), Springer Nature Switzerland, Cham, 2022, p. 248-259.PUB | DOI
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969736U. Kuhl, A. Artelt, and B. Hammer, in 2022 ACM Conference on Fairness, Accountability, and Transparency, Acm, New York, NY, USA, 2022, p. 2125-2137.PUB | DOI | Download (ext.)
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969235A. Castellani, S. Schmitt, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2022. 31st International Conference on Artificial Neural Networks, Bristol, UK, September 6–9, 2022, Proceedings; Part IV (Eds.: E. Pimenidis, P. Angelov, C. Jayne, A. Papaleonidas, M. Aydin), Springer Nature Switzerland, Cham, 2022, p. 260-272.PUB | DOI | Download (ext.)
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2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2967296R. Velioglu, J. P. Göpfert, A. Artelt, and B. Hammer, in Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings (Eds.: H. Yin, D. Camacho, P. Tino), Springer International Publishing, Cham, 2022, p. 313-325.PUB | DOI
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2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2969459J. Jakob, A. Artelt, M. Hasenjäger, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2022. 31st International Conference on Artificial Neural Networks, Bristol, UK, September 6–9, 2022, Proceedings, Part III (Eds.: E. Pimenidis, P. Angelov, C. Jayne, A. Papaleonidas, M. Aydin), Springer Nature , Cham, 2022, p. 752-762.PUB | DOI
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2966088F. Hinder, V. Vaquet, J. Brinkrolf, A. Artelt, and B. Hammer, in 2022 International Joint Conference on Neural Networks (IJCNN), Ieee, 2022, p. 1-9.PUB | DOI | Download (ext.)
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2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2967410M. Vieth, N. Grimmelsmann, A. Schneider, and B. Hammer, in Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings (Eds.: H. Yin, D. Camacho, P. Tino), Springer International Publishing, Cham, 2022, p. 326-337.PUB | DOI | Download (ext.)
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2022 | Konferenzbeitrag | Angenommen | PUB-ID: 2964534V. Vaquet, F. Hinder, J. Brinkrolf, P. Menz, U. Seiffert, and B. Hammer, Accepted.PUB
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2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2964421M. Muschalik, F. Fumagalli, B. Hammer, and E. Hüllermeier, “Agnostic Explanation of Model Change based on Feature Importance”, KI - Künstliche Intelligenz, 2022.PUB | DOI | Download (ext.) | WoS
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2022 | Report | Veröffentlicht | PUB-ID: 2965286A. Artelt, C. Geminn, B. Hammer, A. Manzeschke, L. Mavrina, and C. Weber, Faire Algorithmen und die Fairness von Erklärungen: Informatische, rechtliche und ethische Perspektiven, Duepublico: Duisburg-Essen Publications Online, University Of Duisburg-Essen, Germany, 2022.PUB | DOI | Download (ext.)
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2022 | Kurzbeitrag Konferenz / Poster | PUB-ID: 2962861F. Hinder, V. Vaquet, J. Brinkrolf, A. Artelt, and B. Hammer, 2022.PUB
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2022 | Preprint | PUB-ID: 2962919A. Artelt, S. Vrachimis, D. Eliades, M. Polycarpou, and B. Hammer, “One Explanation to Rule them All — Ensemble Consistent Explanations”, ArXiv:2205.08974 , 2022.PUB | PDF | Download (ext.) | arXiv
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2967096P. Kenneweg, A. Schulz, S. Schroeder, and B. Hammer, in Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings (Eds.: H. Yin, D. Camacho, P. Tino), Springer International Publishing, Cham, 2022, p. 252-261.PUB | DOI
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2987492D. Savic, B. Hammer, P. Koundouri, and M. Polycarpou, in Proceedings - 2nd International Join Conference on Water Distribution System Analysis (WDSA)& Computing and Control in the Water Industry (CCWI), Editorial Universitat Politècnica De València, València, 2022.PUB | DOI
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2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2984050F. Hinder, V. Vaquet, and B. Hammer, in Advances in Intelligent Data Analysis XX. 20th International Symposium on Intelligent Data Analysis, IDA 2022, Rennes, France, April 20–22, 2022, Proceedings (Eds.: T. Bouadi, E. Fromont, E. Hüllermeier), Springer International Publishing, Cham, 2022, p. 157-170.PUB | DOI
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2022 | Zeitschriftenaufsatz | PUB-ID: 2978998B. Paaßen, A. Schulz, T. C. Stewart, and B. Hammer, “Reservoir Memory Machines as Neural Computers”, IEEE Transactions on Neural Networks and Learning Systems, 2022, 33, 2575–2585.PUB | DOI | Download (ext.) | arXiv
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2022 | Report | Veröffentlicht | PUB-ID: 2965622B. Hammer, E. Hüllermeier, V. Lohweg, A. Schneider, W. Schenck, U. Kuhl, M. Braun, A. Pfeifer, C. - A. Holst, M. Schmidt, et al., Schlussbericht ITS.ML: Intelligente Technische Systeme der nächsten Generation durch Maschinelles Lernen. Forschungsvorhaben zur automatisierten Analyse von Daten mittels Maschinellen Lernens, Univ. Bielefeld, Forschungsinstitut Für Kognition Und Robotik, Bielefeld, 2022.PUB | PDF | DOI
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2958662M. Schilling, A. Melnik, F. W. Ohl, H. Ritter, and B. Hammer, “Decentralized control and local information for robust and adaptive decentralized Deep Reinforcement Learning”, Neural Networks, 2021, 144, 699-725.PUB | DOI | Download (ext.) | WoS | PubMed | Europe PMC
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2021 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982165A. Liuliakov, and B. Hammer, in Intelligent Data Engineering and Automated Learning – IDEAL 2021. 22nd International Conference, IDEAL 2021, Manchester, UK, November 25–27, 2021, Proceedings (Eds.: H. Yin, D. Camacho, P. Tino, R. Allmendinger, A.J. Tallón-Ballesteros, K. Tang, S.-B. Cho, P. Novais, S. Nascimento), Springer , Cham, 2021, p. 65-75.PUB | DOI
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2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969237A. Castellani, S. Schmitt, and B. Hammer, in Machine Learning and Knowledge Discovery in Databases. Research Track. European Conference, ECML PKDD 2021, Bilbao, Spain, September 13–17, 2021, Proceedings, Part I (Eds.: N. Oliver, F. Pérez-Cruz, S. Kramer, J. Read, J.A. Lozano), Springer International Publishing, Cham, 2021, p. 469-484.PUB | DOI | Download (ext.)
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2957340A. Artelt, and B. Hammer, “Efficient computation of counterfactual explanations and counterfactual metrics of prototype-based classifiers”, Neurocomputing, 2021, 470, 304-317.PUB | DOI | Download (ext.) | WoS
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2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957373A. Artelt, F. Hinder, V. Vaquet, R. Feldhans, and B. Hammer, in Advances in Computational Intelligence. 16th International Work-Conference on Artificial Neural Networks, IWANN 2021, Virtual Event, June 16–18, 2021, Proceedings, Part I (Eds.: I. Rojas, G. Joya, A. Catala), Springer , Cham, 2021, p. 101-112.PUB | DOI
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2021 | Preprint | PUB-ID: 2959899A. Artelt, and B. Hammer, “Convex optimization for actionable & plausible counterfactual explanations”, arXiv: 2105.07630v1, 2021.PUB | Download (ext.) | arXiv
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2021 | Konferenzbeitrag | PUB-ID: 2959428F. Hinder, V. Vaquet, J. Brinkrolf, and B. Hammer, “Fast Non-Parametric Conditional Density Estimation using Moment Trees”, IEEE Computational Intelligence Magazine, 2021.PUB
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2021 | Report | Veröffentlicht | PUB-ID: 2954239J. Szczuka, A. Artelt, C. Geminn, B. Hammer, S. Kopp, A. Manzeschke, A. Rossnagel, P. Slawik, C. Strathmann, N. Szymczyk, et al., Können Kinder aufgeklärte Nutzer* innen von Sprachassistenten sein? Rechtliche, psychologische, ethische und informatische Perspektiven, Universität Duisburg-Essen, Universitätsbibliothek, Essen, 2021.PUB | DOI
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2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957588A. Artelt, and B. Hammer, in 2021 International Joint Conference on Neural Networks (IJCNN), Institute Of Electrical And Electronics Engineers (Ieee), New York, 2021, p. 1-9.PUB | DOI | Download (ext.)
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2949334K. Rohlfing, P. Cimiano, I. Scharlau, T. Matzner, H. M. Buhl, H. Buschmeier, E. Esposito, A. Grimminger, B. Hammer, R. Häb-Umbach, et al., “Explanation as a social practice: Toward a conceptual framework for the social design of AI systems”, IEEE Transactions on Cognitive and Developmental Systems, 2021, 13, 717--728.PUB | PDF | DOI | WoS
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2954542B. Paaßen, A. Schulz, and B. Hammer, “Reservoir Stack Machines”, Neurocomputing, 2021, 470, 352-364.PUB | DOI | Download (ext.) | WoS | arXiv
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2021 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2956229B. Paassen, A. Schulz, T. C. Stewart, and B. Hammer, “Reservoir Memory Machines as Neural Computers”, IEEE Transactions on Neural Networks and Learning Systems, 2021, 1-11.PUB | DOI | Download (ext.) | WoS | PubMed | Europe PMC | arXiv
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2021 | Zeitschriftenaufsatz | Angenommen | PUB-ID: 2955245D. Stallmann, J. P. Göpfert, J. Schmitz, A. Grünberger, and B. Hammer, “Towards an automatic analysis of CHO-K1 suspension growth in microfluidic single-cell cultivation”, Bioinformatics , Accepted.PUB | DOI | WoS | PubMed | Europe PMC
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2021 | Konferenzbeitrag | Angenommen | PUB-ID: 2956774F. Hinder, and B. Hammer, in Proceedings of the ESANN, 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), Accepted.PUB
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2021 | Konferenzbeitrag | Angenommen | PUB-ID: 2955948J. Brinkrolf, and B. Hammer, in Proceedings of the ESANN, 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), Accepted.PUB
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2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2952937J. Kummert, A. Schulz, T. Redick, N. Ayoub, A. Modabber, D. Abel, and B. Hammer, “Efficient Reject Options for Particle Filter Object Tracking in Medical Applications”, Sensors, 2021, 21, : 2114.PUB | PDF | DOI | WoS | PubMed | Europe PMC
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2020 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2958328V. Vaquet, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2020. 29th International Conference on Artificial Neural Networks, Bratislava, Slovakia, September 15–18, 2020, Proceedings, Part II (Eds.: I. Farkaš, P. Masulli, S. Wermter), Springer, Cham, 2020, p. 850-862.PUB | DOI
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2020 | Konferenzbeitrag | PUB-ID: 2946488F. Hinder, A. Artelt, and B. Hammer, in Proceedings of the 37th International Conference on Machine Learning, 2020.PUB | Download (ext.)
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2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2946685A. Artelt, and B. Hammer, in ESANN 2020 - proceedings (Ed.: M. Verleysen), Ciaco , Louvain-la-Neuve, 2020, p. 19-24.PUB | Download (ext.)
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2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2946761A. Artelt, and B. Hammer, in Artificial Neural Networks and Machine Learning - ICANN 2020 - 29th International Conference on Artificial Neural Networks, Bratislava, Slovakia, September 15-18, 2020, Proceedings, Part {I} (Eds.: I. Farkas, P. Masulli, S. Wermter), Springer, Cham, 2020, p. 353-365.PUB | DOI | Download (ext.)
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2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957814N. Krämer, J. Szczuka, A. Rossnagel, C. Geminn, S. Kopp, B. Hammer, L. Mavrina, A. Artelt, A. Manzeschke, and C. Weber, in IUI '20: Proceedings of the 25th International Conference on Intelligent User Interfaces, Association For Computing Machinery, New York, 2020.PUB
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2020 | Konferenzbeitrag | PUB-ID: 2943260A. Schulz, F. Hinder, and B. Hammer, in Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, {IJCAI-20}, 2020.PUB | DOI | Download (ext.) | arXiv
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2020 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982081M. Biehl, F. Abadi, C. Göpfert, and B. Hammer, in Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization. Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019 (Eds.: A. Vellido, K. Gibert, C. Angulo, J.D. Martín Guerrero), Springer International Publishing, Cham, 2020, p. 210-221.PUB | DOI
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2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2940666J. Brinkrolf, and B. Hammer, in Proceedings of the ESANN, 28th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), 2020, p. 375-380.PUB
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2020 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2939517L. Pfannschmidt, J. Jakob, F. Hinder, M. Biehl, P. Tino, and B. Hammer, “Feature Relevance Determination for Ordinal Regression in the Context of Feature Redundancies and Privileged Information”, Neurocomputing, 2020.PUB | DOI | Download (ext.) | WoS | arXiv
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2019 | Preprint | PUB-ID: 2959898A. Artelt, and B. Hammer, “On the computation of counterfactual explanations - A survey”, arXiv: 1911.07749v1, 2019.PUB | Download (ext.) | arXiv
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2019 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982085J. P. Göpfert, H. Wersing, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2019: Theoretical Neural Computation. 28th International Conference on Artificial Neural Networks, Munich, Germany, September 17–19, 2019, Proceedings, Part I (Eds.: I.V. Tetko, V. Kůrková, P. Karpov, F. Theis), Springer International Publishing, Cham, 2019, p. 302-311.PUB | DOI
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2019 | Monographie | PUB-ID: 2935200B. Paaßen, A. Artelt, and B. Hammer, Lecture Notes on Applied Optimization, Faculty of Technology, Bielefeld University, 2019.PUB | Dateien verfügbar
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2019 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2934458C. Prahm, A. Schulz, B. Paaßen, J. Schoisswohl, E. Kaniusas, G. Dorffner, B. Hammer, and O. Aszmann, “Counteracting Electrode Shifts in Upper-Limb Prosthesis Control via Transfer Learning”, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2019, 27, 956-962.PUB | PDF | DOI | WoS | PubMed | Europe PMC
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2019 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2933893L. Pfannschmidt, J. Jakob, M. Biehl, P. Tino, and B. Hammer, in Proceedings of the 27th European Symposium on Artificial Neural Networks (ESANN 2019) (Ed.: M. Verleysen), I6Doc, Louvain-la-Neuve, 2019.PUB | Download (ext.) | arXiv
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2019 | Report | Veröffentlicht | PUB-ID: 2937888N. Krämer, A. Artelt, C. Geminn, B. Hammer, S. Kopp, A. Manzeschke, A. Rossnagel, P. Slawik, J. Szczuka, L. Varonina, et al., KI-basierte Sprachassistenten im Alltag: Forschungsbedarf aus informatischer, psychologischer, ethischer und rechtlicher Sicht, Universität Duisburg-Essen, Universitätsbibliothek, 2019.PUB | DOI | Download (ext.)
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2018 | Datenpublikation | PUB-ID: 2930611F. Hülsmann, J. P. Göpfert, B. Hammer, S. Kopp, and M. Botsch, Classification of motor errors to provide real-time feedback for sports coaching in virtual reality - A case study in squats and Tai Chi pushes (Data), Bielefeld University, 2018.PUB | Dateien verfügbar | DOI
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2018 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2930862F. Hülsmann, J. P. Göpfert, B. Hammer, S. Kopp, and M. Botsch, “Classification of motor errors to provide real-time feedback for sports coaching in virtual reality — A case study in squats and Tai Chi pushes”, Computers & Graphics, 2018, 76, 47-59.PUB | DOI | Download (ext.) | WoS
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2018 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982090B. Hosseini, and B. Hammer, in Advances in Intelligent Data Analysis XVII. 17th International Symposium, IDA 2018, ’s-Hertogenbosch, The Netherlands, October 24–26, 2018, Proceedings (Eds.: W. Duivesteijn, A. Siebes, A. Ukkonen), Springer International Publishing, Cham, 2018, p. 137-150.PUB | DOI
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2018 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2932412M. Straat, F. Abadi, C. Göpfert, B. Hammer, and M. Biehl, “Statistical Mechanics of On-Line Learning Under Concept Drift”, ENTROPY, 2018, 20, : 775.PUB | DOI | WoS | PubMed | Europe PMC
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2018 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2917896M. Lux, R. R. Brinkman, C. Chauve, A. Laing, A. Lorenc, L. Abeler-Dörner, and B. Hammer, “flowLearn: Fast and precise identification and quality checking of cell populations in flow cytometry”, Bioinformatics, 2018, 34, 2245-2253.PUB | DOI | WoS | PubMed | Europe PMC
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2018 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2933557S. Meyer, O. Bertrand, M. Egelhaaf, and B. Hammer, in Intelligent Data Engineering and Automated Learning – IDEAL 2018 (Eds.: H. Yin, D. Camacho, P. Novais, A.J. Tallón-Ballesteros), Springer International Publishing, Cham, 2018, p. 508-519.PUB | DOI
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2018 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2918254J. Brinkrolf, K. Berger, and B. Hammer, in Proceedings of the 26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2018) (Ed.: M. Verleysen), 2018, p. 555-560.PUB | Download (ext.)
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2018 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2911900B. Paaßen, C. Göpfert, and B. Hammer, “Time Series Prediction for Graphs in Kernel and Dissimilarity Spaces”, Neural Processing Letters, 2018, 48, 669-689.PUB | DOI | Download (ext.) | WoS | arXiv
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2018 | Preprint | Veröffentlicht | PUB-ID: 2921209B. Hosseini, and B. Hammer, “Non-Negative Local Sparse Coding for Subspace Clustering”, Advances in Intelligent Data Analysis XVII. IDA 2018, 2018.PUB | Datei | Download (ext.) | arXiv
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2018 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2914505B. Paaßen, A. Schulz, J. Hahne, and B. Hammer, “Expectation maximization transfer learning and its application for bionic hand prostheses”, Neurocomputing, 2018, 298, 122-133.PUB | DOI | Download (ext.) | WoS | arXiv
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2018 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2921316J. P. Göpfert, B. Hammer, and H. Wersing, in Artificial Neural Networks and Machine Learning – ICANN 2018. Proceedings, Part I (Eds.: V. Kurkova, Y. Manolopoulos, B. Hammer, L. Iliadis, I. Maglogiannis), Springer, Cham, 2018.PUB | PDF | DOI
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2018 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2913389B. Paaßen, B. Hammer, T. Price, T. Barnes, S. Gross, and N. Pinkwart, “The Continuous Hint Factory - Providing Hints in Vast and Sparsely Populated Edit Distance Spaces”, Journal of Educational Data Mining, 2018, 10, 1-35.PUB | Download (ext.) | arXiv
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2018 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2919844B. Paaßen, C. Gallicchio, A. Micheli, and B. Hammer, in Proceedings of the 35th International Conference on Machine Learning (ICML 2018) (Eds.: J. Dy, A. Krause), 2018, p. 3973-3982.PUB | Download (ext.) | arXiv
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2017 | Konferenzbeitrag | PUB-ID: 2909371M. Biehl, B. Hammer, and T. Villmann, in Proc. of the IAU Symposium 325 on Astroinformatics, Sorrento/Italy, October 2016, 2017, p. in press.PUB
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2017 | Konferenzbeitrag | PUB-ID: 2914950J. Brinkrolf, K. Berger, and B. Hammer, in New Challenges in Neural Computation, 2017.PUB
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2017 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2908201C. Göpfert, L. Pfannschmidt, and B. Hammer, in Proceedings of the ESANN, 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), Ciaco - I6Doc.com, Louvain-la-Neuve, 2017, p. 187--192.PUB | Dateien verfügbar | Download (ext.)
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2017 | Konferenzbeitrag | PUB-ID: 2909370B. Frenay, and B. Hammer, in IEEE International Joint Conference on Neural Neworks, 2017.PUB
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2017 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2909037C. Prahm, A. Schulz, B. Paaßen, O. Aszmann, B. Hammer, and G. Dorffner, in Proceedings of the 16th Conference on Artificial Intelligence in Medicine (AIME 2017) (Eds.: A. ten Telje, C. Popow, J.H. Holmes, L. Sacchi), Springer, 2017, p. 338--342.PUB | Dateien verfügbar | DOI
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2904469B. Hosseini, F. Hülsmann, M. Botsch, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2016 (Eds.: A. E.P. Villa, P. Masulli, A. Javier Pons Rivero), Springer, Cham, 2016, p. 506-514.PUB | PDF | DOI | Download (ext.) | arXiv
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2016 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2907633M. Lux, J. Krüger, C. Rinke, I. Maus, A. Schlüter, T. Woyke, A. Sczyrba, and B. Hammer, “acdc – Automated Contamination Detection and Confidence estimation for single-cell genome data”, BMC Bioinformatics, 2016, 17, : 543.PUB | PDF | DOI | WoS | PubMed | Europe PMC
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2909367J. Kummert, B. Paaßen, J. Jensen, C. Göpfert, and B. Hammer, in Artificial Neural Networks and Machine Learning - ICANN 2016 - 25th International Conference on Artificial Neural Networks, Barcelona, Spain, September 6-9, 2016, Proceedings, Part II (Eds.: A. E.P. Villa, P. Masulli, A.J. Pons Rivero), Springer Nature, Cham, 2016, p. 251--258.PUB | DOI
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2904509B. Paaßen, J. Jensen, and B. Hammer, in Proceedings of the 9th International Conference on Educational Data Mining (Eds.: T. Barnes, M. Chi, M. Feng), International Educational Datamining Society, Raleigh, North Carolina, USA, 2016, p. 183-190.PUB | Download (ext.)
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2900676B. Paaßen, C. Göpfert, and B. Hammer, in Proceedings of the ESANN, 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), Ciaco - I6Doc.com, Louvain-la-Neuve, 2016, p. 41--46.PUB | PDF
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2016 | Konferenzbeitrag | PUB-ID: 2909365J. Brinkrolf, T. Mittag, R. Joppen, A. Dr\, K. - H. Pietsch, and B. Hammer, in New Challenges in Neural Computation, 2016.PUB
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2905729C. Göpfert, B. Paaßen, and B. Hammer, in Artificial Neural Networks and Machine Learning – ICANN 2016: 25th International Conference on Artificial Neural Networks, Barcelona, Spain, September 6-9, 2016, Proceedings, Part II (Eds.: A. E.P. Villa, P. Masulli, A.J. Pons Rivero), Springer Nature, Cham, 2016, p. 510-517.PUB | PDF | DOI
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2905855B. Paaßen, A. Schulz, and B. Hammer, in Proceedings of the Workshop New Challenges in Neural Computation 2016 (Eds.: B. Hammer, T. Martinetz, T. Villmann), 2016, p. 11-18.PUB | Download (ext.)
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2016 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2903457F. - M. Schleif, B. Hammer, J. Gonzalez Monroy, J. Gonzalez Jimenez, J. - L. Blanco-Claraco, M. Biehl, and N. Petkov, “Odor recognition in robotics applications by discriminative time-series modeling”, PATTERN ANALYSIS AND APPLICATIONS, 2016, 19, 207-220.PUB | DOI | WoS
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2016 | Konferenzbeitrag | PUB-ID: 2905195L. Fischer, B. Hammer, and H. Wersing, in Proceedings of International Joint Conference on Neural Networks (IJCNN), Ieee, Vancouver, 2016, p. 748-755.PUB
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2904178C. Prahm, B. Paaßen, A. Schulz, B. Hammer, and O. Aszmann, in Converging Clinical and Engineering Research on Neurorehabilitation II: Proceedings of the 3rd International Conference on NeuroRehabilitation (ICNR2016) (Eds.: J. Ibáñez, J. Gonzáles-Vargas, J.M. Azorín, M. Akay, J.L. Pons), Springer, 2016, p. 153--157.PUB | PDF | DOI | Download (ext.)
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2016 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2910957M. Biehl, B. Hammer, and T. Villmann, “Prototype-based models in machine learning”, Wiley Interdisciplinary Reviews: Cognitive Science, 2016, 7, 92-111.PUB | DOI | WoS | PubMed | Europe PMC
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2016 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2909366T. Villmann, M. Kaden, A. Bohnsack, J. M. Villmann, T. Drogies, S. Saralajew, and B. Hammer, in Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 11th International Workshop WSOM 2016, Houston, Texas, USA, January 6-8, 2016 (Eds.: E. Merényi, M.J. Mendenhall, P. O'Driscoll), Springer International Publishing, Cham, 2016, p. 269-279.PUB | DOI
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2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2752948S. Gross, B. Mokbel, B. Hammer, and N. Pinkwart, “Learning Feedback in Intelligent Tutoring Systems. Report of the FIT Project, Conducted from December 2011 to March 2015”, KI - Künstliche Intelligenz, 2015, 29, 413-418.PUB | PDF | DOI | Download (ext.) | WoS
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2015 | Preprint | Veröffentlicht | PUB-ID: 2901613M. Lux, B. Hammer, and A. Sczyrba, “Automated Contamination Detection in Single-Cell Sequencing”, bioRxiv, 2015.PUB
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2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2783165B. Hosseini, and B. Hammer, in 2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA), Ieee, Piscataway, NJ, 2015.PUB | DOI | Download (ext.) | arXiv
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2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2710031B. Mokbel, B. Paaßen, F. - M. Schleif, and B. Hammer, “Metric learning for sequences in relational LVQ”, Neurocomputing, 2015, 169, 306-322.PUB | PDF | DOI | Download (ext.) | WoS
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2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2774707L. Fischer, B. Hammer, and H. Wersing, in ESANN, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2015, p. 7-12.PUB
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2015 | Konferenzbeitrag | PUB-ID: 2774721L. Fischer, B. Hammer, and H. Wersing, in IJCNN, International Joint Conference on Neural Networks, 2015, p. 2808-2815.PUB
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2015 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2762087B. Paaßen, B. Mokbel, and B. Hammer, in Proceedings of the 8th International Conference on Educational Data Mining (Eds.: O.C. Santos, J.G. Boticario, C. Romero, M. Pechenizkiy, A. Merceron, P. Mitros, J.M. Luna, C. Mihaescu, P. Moreno, A. Hershkovitz, et al.), International Educational Datamining Society, 2015, p. 632-632.PUB | Download (ext.)
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2015 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2752955O. Walter, R. Häb-Umbach, B. Mokbel, B. Paaßen, and B. Hammer, “Autonomous Learning of Representations”, KI - Künstliche Intelligenz, 2015, 29, 339–351.PUB | PDF | DOI | Download (ext.) | WoS
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2014 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982099M. Biehl, B. Hammer, and T. Villmann, in Brain-Inspired Computing. International Workshop, BrainComp 2013, Cetraro, Italy, July 8-11, 2013, Revised Selected Papers (Eds.: L. Grandinetti, T. Lippert, N. Petkov), Springer International Publishing, Cham, 2014, p. 100-116.PUB | DOI
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2900320B. Frenay, D. Hofmann, A. Schulz, M. Biehl, and B. Hammer, in 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM), Institute Of Electrical & Electronics Engineers (Ieee), Piscataway, NJ, 2014, p. 149-156.PUB | PDF | DOI
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2014 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2678214D. Hofmann, F. - M. Schleif, B. Paaßen, and B. Hammer, “Learning interpretable kernelized prototype-based models”, Neurocomputing, 2014, 141, 84-96.PUB | DOI | Download (ext.) | WoS
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2014 | Konferenzbeitrag | PUB-ID: 2909360S. Gross, B. Mokbel, B. Hammer, and N. Pinkwart, in Intelligent Tutoring Systems (Eds.: S. Trausan-Matu, K. Elizabeth Boyer, M. E. Crosby, K. Panourgia), Springer, 2014, p. 340-347.PUB
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2774643L. Fischer, D. Nebel, T. Villmann, B. Hammer, and H. Wersing, in Advances in Self-Organizing Maps and Learning Vector Quantization (Eds.: T. Villmann, F.-M. Schleif, M. Kaden, M. Lange), Springer International Publishing, Cham, 2014, p. 109-118.PUB | DOI
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673548L. Fischer, B. Hammer, and H. Wersing, in ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), I6Doc.com, Bruges, Belgium, 2014, p. 41-46.PUB
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2774498L. Fischer, B. Hammer, and H. Wersing, in Artificial Neural Networks and Machine Learning – ICANN 2014 (Eds.: S. Wermter, C. Weber, W. Duch, T. Honkela, P. Koprinkova-Hristova, S. Magg, G. Palm, A.E.P. Villa), Springer International Publishing, Cham, 2014, p. 563-570.PUB | DOI
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673559B. Hammer, H. He, and T. Martinetz, in ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), I6Doc.com, Bruges, Belgium, 2014, p. 343-352.PUB
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2014 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2734058S. Gross, B. Mokbel, B. Paaßen, B. Hammer, and N. Pinkwart, “Example-based feedback provision using structured solution spaces”, International Journal of Learning Technology, 2014, 9, 248-280.PUB | DOI | Download (ext.)
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2710067B. Mokbel, B. Paaßen, and B. Hammer, in Artificial Neural Networks and Machine Learning - ICANN 2014 - 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014. Proceedings (Eds.: S. Wermter, C. Weber, W. Duch, T. Honkela, P. Koprinkova-Hristova, S. Magg, G. Palm, A. Villa), Springer, 2014, p. 571-578.PUB | PDF | DOI | Download (ext.)
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673545D. Nebel, B. Hammer, and T. Villmann, in ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), I6Doc.com, Bruges, Belgium, 2014, p. 35-40.PUB
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2014 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2673557A. Schulz, A. Gisbrecht, and B. Hammer, in ESANN, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Ed.: M. Verleysen), I6Doc.com, Bruges, Belgium, 2014, p. 165-170.PUB
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2014 | Konferenzbeitrag | PUB-ID: 2909361B. Hammer, D. Nebel, M. Riedel, and T. Villmann, in Advances in Self-Organizing Maps and Learning Vector Quantization - Proceedings of the 10th International Workshop, {WSOM} 2014, Mittweida, Germany, July, 2-4, 2014, Springer International Publishing, Cham, 2014, p. 123--132.PUB | DOI
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2013 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982105F. - M. Schleif, X. Zhu, and B. Hammer, in Intelligent Data Engineering and Automated Learning – IDEAL 2013 (Eds.: H. Yin, K. Tang, Y. Gao, F. Klawonn, M. Lee, T. Weise, B. Li, X. Yao), Springer Berlin Heidelberg, Berlin, Heidelberg, 2013, p. 302-309.PUB | DOI
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625185B. Mokbel, S. Gross, B. Paaßen, N. Pinkwart, and B. Hammer, in Proceedings of the 6th International Conference on Educational Data Mining (EDM) (Eds.: S.K. D'Mello, R.A. Calvo, A. Olney), 2013, p. 334-335.PUB | Download (ext.)
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2013 | Konferenzbeitrag | PUB-ID: 2909358M. Strickert, B. Hammer, T. Villmann, and M. Biehl, in IEEE SSCI CIDM 2013, Ieee Computational Intelligence Society, 2013, p. 10-17.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622467A. Schulz, A. Gisbrecht, and B. Hammer, in Workshop NC^2 2013, Tr Machine Learning Reports, 2013, p. 77-86.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625194A. Gisbrecht, Y. Miche, B. Hammer, and A. Lendasse, in ESANN, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2013, p. 573-578.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625199D. Hofmann, and B. Hammer, in ESANN, 2013.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625202F. - M. Schleif, X. Zhu, and B. Hammer, in IDEAL 2013 (Ed.: et.al Hujun Yin), 2013.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625207S. Gross, B. Mokbel, B. Hammer, and N. Pinkwart, in AIED, 2013, p. 644-648.PUB
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2013 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2615701X. Zhu, F. - M. Schleif, and B. Hammer, in Proceedings of ESANN 2013, 2013, p. 89-94.PUB
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2013 | Konferenzbeitrag | PUB-ID: 2909359D. Nebel, B. Hammer, and T. Villmann, in ICONIP (2), 2013, p. 19-26.PUB
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2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2625232A. Gisbrecht, B. Mokbel, F. - M. Schleif, X. Zhu, and B. Hammer, “Linear Time Relational Prototype Based Learning”, International Journal of Neural Systems, 2012, 22, : 1250021.PUB | DOI | WoS | PubMed | Europe PMC
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2622449A. Schulz, A. Gisbrecht, K. Bunte, and B. Hammer, in Proceedings of the Workshop - New Challenges in Neural Computation 2012, Machine Learning Reports, 2012, p. 73-83.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625260A. Gisbrecht, W. Lueks, B. Mokbel, and B. Hammer, in ESANN 2012, 2012, p. 531-536.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625265A. Gisbrecht, D. Sovilj, B. Hammer, and A. Lendasse, in ESANN 2012 (Ed.: M. Verleysen), 2012, p. 489-494.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2671172D. Hofmann, A. Gisbrecht, and B. Hammer, in Workshop NC^2 2012, Tr Machine Learning Reports, 2012.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2536426B. Mokbel, S. Gross, M. Lux, N. Pinkwart, and B. Hammer, in Artificial Neural Networks in Pattern Recognition. 5th INNS IAPR TC 3 GIRPR Workshop, ANNPR 2012. Proceedings (Eds.: N. Mana, F. Schwenker, E. Trentin), Springer Berlin Heidelberg, 2012, p. 1-13.PUB | PDF | DOI
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625238D. Hofmann, A. Gisbrecht, and B. Hammer, in WSOM, 2012.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625271C. Bouveyron, B. Hammer, and T. Villmann, in ESANN 2012 (Ed.: M. Verleysen), 2012, p. 447-458.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625276A. Gisbrecht, B. Mokbel, and B. Hammer, in IJCNN, 2012.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625242S. Gross, B. Mokbel, B. Hammer, and N. Pinkwart, in DeLFI, 2012, p. 27-38.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625247A. Gisbrecht, D. Hofmann, and B. Hammer, in Advances in Intelligent Data Analysis XI - 11th International Symposium, IDA 2012, Helsinki, Finland, October 25-27, 2012. Proceedings (Eds.: J. Hollmén, F. Klawonn, A. Tucker), Springer, 2012, p. 126-138.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2625254D. Hofmann, and B. Hammer, in Artificial Neural Networks in Pattern Recognition - 5th INNS IAPR TC 3 GIRPR Workshop, ANNPR 2012, Trento, Italy, September 17-19, 2012. Proceedings (Eds.: N. Mana, F. Schwenker, E. Trentin), Springer, 2012, p. 14-23.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2615750F. - M. Schleif, X. Zhu, A. Gisbrecht, and B. Hammer, in Proceedings of ICPR 2012, Ieee, 2012, p. 1229-1232.PUB
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2012 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2536437S. Gross, X. Zhu, B. Hammer, and N. Pinkwart, in Proceedings of the 11th international conference on Intelligent Tutoring Systems, Springer-Verlag, Berlin, Heidelberg, 2012, p. 699-700.PUB | PDF | DOI | Download (ext.)
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2012 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2489405K. Bunte, P. Schneider, B. Hammer, F. - M. Schleif, T. Villmann, and M. Biehl, “Limited Rank Matrix Learning, discriminative dimension reduction and visualization”, Neural Networks, 2012, 26, 159-173.PUB | DOI | WoS | PubMed | Europe PMC
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2012 | Konferenzbeitrag | PUB-ID: 2909356B. Mokbel, W. Lueks, A. Gisbrecht, M. Biehl, and B. Hammer, in ESANN 2012 (Ed.: M. Verleysen), 2012, p. 179--184.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276480A. Gisbrecht, F. - M. Schleif, X. Zhu, and B. Hammer, in Intelligent Data Engineering and Automated Learning - IDEAL 2011: IDEAL 2011, 12th international conference, Norwich, UK, September 7 - 9, 2011 ; proceedings, Springer, Berlin, Heidelberg, 2011, p. 25-33.PUB | DOI
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276485B. Hammer, A. Gisbrecht, A. Hasenfuss, B. Mokbel, F. - M. Schleif, and X. Zhu, in WSOM'11, 2011.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276492F. - M. Schleif, A. Gisbrecht, and B. Hammer, in ICANN'2011 (Eds.: S. Kaski, T. Honkela, M. Gitolami, W. Dutch), 2011.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276500M. Kaestner, B. Hammer, M. Biehl, and T. Villmann, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D Side, 2011, p. pp. 93-98.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276512B. Hammer, M. Biehl, K. Bunte, and B. Mokbel, in WSOM'11, 2011.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276517K. Bunte, M. Biehl, and B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D Side, 2011, p. pp. 281-286.PUB
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2011 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2309980F. - M. Schleif, T. Villmann, B. Hammer, and P. Schneider, “Efficient Kernelized Prototype-based Classification”, International Journal of Neural Systems, 2011, 21, 443-457.PUB | DOI | WoS | PubMed | Europe PMC
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276522A. Gisbrecht, B. Hammer, F. - M. Schleif, and X. Zhu, in IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2011, p. pp.154-161.PUB
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2011 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2091665X. Zhu, and B. Hammer, in (Ed.: M. Verleysen), Ciaco - I6Doc.com, Louvain-la-Neuve, 2011, p. 99-104.PUB
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2010 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982115B. Arnonkijpanich, and B. Hammer, in Artificial Neural Networks in Pattern Recognition. 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010. Proceedings (Eds.: F. Schwenker, N. El Gayar), Springer Berlin Heidelberg, Berlin, Heidelberg, 2010, p. 84-95.PUB | DOI
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276543A. Gisbrecht, B. Mokbel, and B. Hammer, in NIPS workshop on challenges of Data Visualization, 2010.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994127T. Villmann, S. Haase, F. - M. Schleif, and B. Hammer, in Artificial Intelligence and Soft Computing. Lecture Notes in Computer Science, 6113 (Eds.: L. Rutkowski, R. Scherer, R. Tadeusiewicz, L. Zadeh, J. Zurada), Springer, Berlin, Heidelberg, 2010, p. 479-486.PUB | DOI
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1796018B. Arnonkijpanich, A. Hasenfuss, and B. Hammer, “Local matrix learning in clustering and applications for manifold visualization”, Neural Networks, 2010, 23, 476-486.PUB | DOI | WoS | PubMed | Europe PMC
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993273B. Arnonkijpanich, and B. Hammer, in ANNPR'2010. Lecture Notes in Artificial Intelligence, 5998 (Eds.: N. El Gayar, F. Schwenker), Springer, 2010, p. 84-95.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993367K. Bunte, B. Hammer, T. Villmann, M. Biehl, and A. Wismüller, in ESANN'10. Proceedings of the 18th European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D Side, Evere, 2010, p. 87-92.PUB
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2010 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1929672A. W. Witoelar, A. Ghosh, J. J. G. de Vries, B. Hammer, and M. Biehl, “Window-Based Example Selection in Learning Vector Quantization”, Neural Computing, 2010, 22, 2924-2961.PUB | DOI | WoS | PubMed | Europe PMC
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2010 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1794373B. Hammer, and A. Hasenfuss, “Topographic Mapping of Large Dissimilarity Data Sets”, Neural Computation, 2010, 22, 2229-2284.PUB | DOI | WoS | PubMed | Europe PMC
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2010 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1795962P. Schneider, K. Bunte, H. Stiekema, B. Hammer, T. Villmann, and M. Biehl, “Regularization in Matrix Relevance Learning”, IEEE Transactions on Neural Networks, 2010, 21, 831-840.PUB | DOI | WoS | PubMed | Europe PMC
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993978F. - M. Schleif, T. Villmann, B. Hammer, P. Schneider, and M. Biehl, in Intelligent Data Engineering and Automated Learning – IDEAL 2010 11th International Conference, Paisley, UK, September 1-3, 2010. Proceedings (Eds.: C. Fyfe, P. Tino, D. Charles, C. Garcia-Osorio, H. Yin), Springer, Berlin u.a., 2010, p. 21-28.PUB | DOI
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2010 | Konferenzband | Veröffentlicht | PUB-ID: 2276535Learning paradigms in dynamic environments, 25.07.10-30.07.20, Internationales Begegnungs- Und Forschungszentrum Fuer Informatik (Ibfi), Schloss Dagstuhl, Germany, 2010.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2276547B. Mokbel, A. Gisbrecht, and B. Hammer, in NIPS workshop on Challenges of Data Visualization, 2010.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993448A. Gisbrecht, and B. Hammer, in ESANN'10 (Ed.: M. Verleysen), D Side, Evere, 2010, p. 387-392.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993452A. Gisbrecht, B. Mokbel, and B. Hammer, in ESANN'10 (Ed.: M. Verleysen), D Side, Evere, 2010, p. 277-282.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993457A. Gisbrecht, B. Mokbel, A. Hasenfuss, and B. Hammer, in KI'2010 (Eds.: R. Dillmann, J. Beyerer, U.D. Hanebeck, T. Schulz), 2010, p. 227-237.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994138T. Villmann, S. Haase, F. - M. Schleif, B. Hammer, and M. Biehl, in ANNPR'2010 (Eds.: N. El Gayar, F. Schwenker), Springer, Berlin, Heidelberg, 2010, p. 108-119.PUB
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2010 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994227T. Villmann, F. - M. Schleif, and B. Hammer, in ESANN'10 (Ed.: M. Verleysen), D Side, 2010, p. 225-234.PUB
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2009 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2982118T. Villmann, and B. Hammer, in Advances in Self-Organizing Maps. 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings (Eds.: J.C. Príncipe, R. Miikkulainen), Springer Berlin Heidelberg, Berlin, Heidelberg, 2009, p. 325-333.PUB | DOI
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993679B. Hammer, B. Schrauwen, and J. J. Steil, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Facto, Brugge, 2009, p. 213-226.PUB
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2009 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993984F. - M. Schleif, T. Villmann, M. Kostrzewa, B. Hammer, and A. Gammerman, “Cancer Informatics by Prototype-networks in Mass Spectrometry”, Artificial Intelligence in Medicine, 2009, 45, 215-228.PUB | DOI | WoS | PubMed | Europe PMC
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994305A. Witolaer, M. Biehl, and B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, 2009, p. 535-540.PUB
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993994P. Schneider, M. Biehl, and B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, 2009, p. 517-522.PUB
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2009 | Konferenzband | Veröffentlicht | PUB-ID: 1994310Similarity-based learning on structures, Internationales Begegnungs- Und Forschungszentrum Fuer Informatik (Ibfi), Schloss Dagstuhl, Germany, 2009.PUB
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2009 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994008P. Schneider, M. Biehl, and B. Hammer, “Distance learning in discriminative vector quantization”, Neural Computation, 2009, 21, 2942-2969.PUB | DOI | WoS | PubMed | Europe PMC
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2009 | Report | Veröffentlicht | PUB-ID: 1993316M. Biehl, B. Hammer, F. - M. Schleif, P. Schneider, and T. Villmann, Stationarity of Matrix Relevance Learning Vector Quantization, Universität Leipzig, Leipzig, 2009.PUB
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993429T. Geweniger, D. Zühlke, B. Hammer, and T. Villmann, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Evere, 2009, p. 523-528.PUB
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993835B. Mokbel, A. Hasenfuss, and B. Hammer, in Graph-Based Representation in Pattern Recognition (GbRPR 2009). Lecture Notes in Computer Science, 5534 (Eds.: A. Torsello, F. Escolano, L. Brun, International Association for Pattern Recognition. Technical Committee on Graph Based Representations), Springer, Berlin, 2009, p. 42-51.PUB | DOI
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2009 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994004P. Schneider, M. Biehl, and B. Hammer, “Adaptive relevance matrices in learning vector quantization”, Neural Computation, 2009, 21, 3532-3561.PUB | DOI | WoS | PubMed | Europe PMC
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993356K. Bunte, M. Biehl, and B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Evere, 2009, p. 65-70.PUB
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2009 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994152T. Villmann, and B. Hammer, in Advances in Self-Organizing Maps (Eds.: J.C. Principe, R. Miikkulainen), 2009, p. 325-333.PUB
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2008 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 1993939F. - M. Schleif, T. Villmann, and B. Hammer, in Encyclopedia of Artificial Intelligence (Eds.: J.R.-n R.-al Dopico, J. Dorado, A. Pazos), Igi Global, 2008, p. 1337-1342.PUB
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2008 | Konferenzband | Veröffentlicht | PUB-ID: 1994329Recurrent Neural Networks - Models, Capacities, and Applications, Internationales Begegnungs- Und Forschungszentrum Fuer Informatik (Ibfi), 2008.PUB
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993282B. Arnonkijpanich, B. Hammer, A. Hasenfuss, and C. Lursinsap, in ICANN (1). Lecture Notes in Computer Science, 5163 (Eds.: V. Kurková, R. Neruda, J. Koutn'ık), Springer, Berlin, 2008, p. 572-582.PUB
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993261N. Alex, and B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Evere, Belgium, 2008, p. 227-232.PUB
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2008 | Report | Veröffentlicht | PUB-ID: 1993278B. Arnonkijpanich, B. Hammer, and A. Hasenfuss, Local Matrix Adaptation in Topographic Neural Maps, Clausthal University Of Technology, Clausthal-Zellerfeld, 2008.PUB
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2008 | Report | Veröffentlicht | PUB-ID: 1993379K. Bunte, P. Schneider, B. Hammer, F. - M. Schleif, T. Villmann, and M. Biehl, Discriminative Visualization by Limited Rank Matrix Learning, Universität Leipzig, Leipzig, 2008.PUB
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2008 | Report | Veröffentlicht | PUB-ID: 1994012P. Schneider, M. Biehl, and B. Hammer, Matrix Adaptation in Discriminative Vector Quantization, Clausthal University Of Technology, Clausthal-Zellerfeld, 2008.PUB
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993788A. Hasenfuss, and B. Hammer, in Artificial Intelligence and Pattern Recognition (Eds.: B. Prasad, P. Sinha, A. Ram, E.E. Kerre), Isrst, 2008, p. 219-223.PUB
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994072M. Strickert, P. Schneider, J. Keilwagen, T. Villmann, M. Biehl, and B. Hammer, in Artificial Neural Networks in Pattern Recognition. Third IAPR Workshop. Proceedings (Eds.: L. Prevost, S. Marinai, F. Schwenker), Springer, Berlin, 2008, p. 78-89.PUB | DOI
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994089M. Strickert, N. Sreenivasulu, T. Villmann, and B. Hammer, in BIOSIGNALS (2) (Eds.: P. Encarnação, A. Veloso), Insticc - Institute For Systems And Technologies Of Information, Control And Communication, 2008, p. 197-203.PUB
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994281T. Winkler, J. Drieseberg, A. Hasenfuß, B. Hammer, and K. Hormann, in Proceedings of Vision, Modeling, and Visualization 2008 (Eds.: O. Deussen, D. Keim, D. Saupe), Aka, Konstanz, Germany, 2008, p. 149-158.PUB
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993804A. Hasenfuss, B. Hammer, and F. Rossi, in Artificial Neural Networks in Pattern Recognition, Third IAPR Workshop. Proceedings. Lecture Notes in Computer Science, 5064 (Eds.: L. Prevost, S. Marinai, F. Schwenker), Springer, Berlin, 2008, p. 1-12.PUB | DOI
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2008 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993798A. Hasenfuss, B. Hammer, T. Geweniger, and T. Villmann, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Brussels, 2008, p. 325-330.PUB
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2008 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994253T. Villmann, F. - M. Schleif, M. Kostrzewa, A. Walch, and B. Hammer, “Classification of mass-spectrometric data in clinical proteomics using learning vector quantization methods”, Briefings in Bioinformatics, 2008, 9, 129-143.PUB | DOI | WoS | PubMed | Europe PMC
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993782A. Hasenfuss, and B. Hammer, in Advances in Intelligent Data Analysis VII, Proceedings of the 7th International Symposium on Intelligent Data Analysis (Eds.: M.R. Berthold, J. Shawe-Taylor, N. Lavrac), Springer, Berlin, 2007, p. 93-105.PUB | DOI
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2007 | Report | Veröffentlicht | PUB-ID: 1993922F. - M. Schleif, A. Hasenfuss, and B. Hammer, Aggregation of multiple peak lists by use of an improved neural gas network, Universität Leipzig, Leipzig, 2007.PUB
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2007 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993297M. Biehl, A. Ghosh, and B. Hammer, “Dynamics and generalization ability of LVQ algorithms”, Journal of Machine Learning Research, 2007, 8, 323-360.PUB
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2007 | Report | Veröffentlicht | PUB-ID: 1993533B. Hammer, and A. Hasenfuss, Relational topographic Maps, Clausthal University Of Technology, Clausthal-Zellerfeld, 2007.PUB
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2007 | Report | Veröffentlicht | PUB-ID: 1993831M. Melato, B. Hammer, and K. Hormann, Neural Gas for Surface Reconstruction, Clausthal University Of Technology, Clausthal-Zellerfeld, 2007.PUB
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993970F. - M. Schleif, T. Villmann, and B. Hammer, in Application of Fuzzy Sets Theory. Proceedings of the 7th International Workshop on Fuzzy Logic and Applications. LNAI 4578 (Eds.: F. Masulli, S. Mitra, G. Pasi), Springer, Berlin, Heidelberg, 2007, p. 563-570.PUB | DOI
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993999P. Schneider, M. Biehl, and B. Hammer, in Proc. Of European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Brussels, Belgium, 2007, p. 37-42.PUB
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2007 | Report | Veröffentlicht | PUB-ID: 1993334J. Blazewicz, K. Ecker, and B. Hammer, ICOLE-2007, German-Polish Workshop on Computational Biology, Scheduling and Machine Learning. Lessach, Austria, 27.05.-02.06.2007, Clausthal University Of Technology, Clausthal-Zellerfeld, 2007.PUB
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993746B. Hammer, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (ESANN'2007) (Ed.: M. Verleysen), D-Side Publications, Brussels, Belgium, 2007, p. 79-90.PUB
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993811A. Hasenfuss, B. Hammer, F. - M. Schleif, and T. Villmann, in Computational and Ambient Intelligence – Proceedings of the 9th Work-conference on Artificial Neural Networks. LNCS 4507 (Eds.: F. Sandoval, A. Prieto, J. Cabestany, M. Grana), Springer, Berlin, 2007, p. 539-546.PUB | DOI
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994299A. Witolaer, M. Biehl, A. Ghosh, and B. Hammer, in Proc. Of European Symposium on Artificial Neural Networks (ESANN'2007) (Ed.: M. Verleysen), D-Side Publications, Brussels, Belgium, 2007, p. 127-132.PUB
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2007 | Konferenzband | Veröffentlicht | PUB-ID: 1994321Similarity-based Clustering and its Application to Medicine and Biology, Internationales Begegnungs- Und Forschungszentrum Fuer Informatik (Ibfi), 2007.PUB
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993820A. Hasenfuss, B. Hammer, F. - M. Schleif, and T. Villmann, in Proceedings of the 9th International Work-Conference on Artificial Neural Networks.LNCS 4507 (Eds.: F. Sandoval, A. Prieto, J. Cabestany, M. Grana), Springer, Berlin, Heidelberg, Germany, 2007, p. 539-546.PUB
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993907F. - M. Schleif, B. Hammer, and T. Villmann, in Computational and Ambient Intelligence. Proceedings of the 9th International Work-Conference on Artificial Neural Networks. LNCS, 4507 (Eds.: F. Sandoval, A. Prieto, J. Cabestany, M. Grana), Springer, Berlin, Heidelberg, 2007, p. 1036-1044.PUB | DOI
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2007 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994258T. Villmann, F. - M. Schleif, E. Merenyi, and B. Hammer, in Computational and Ambient Intelligence. Proceedings of the 9th Work-conference on Artificial Neural Networks. LNCS, 4507 (Eds.: F. Sandoval, A. Prieto, J. Cabestany, M. Grana), Springer, Berlin, 2007, p. 556-563.PUB | DOI
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993895F. - M. Schleif, B. Hammer, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Brussels, Belgium, 2006, p. 539-544.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994184T. Villmann, B. Hammer, F. - M. Schleif, T. Geweniger, T. Fischer, and M. Cottrell, in Neural Information Processing, 13th International Conference. Proceedings (Eds.: I. King, J. Wang, L. Chan, D.L.L. Wang), Springer, Berlin, 2006, p. 40-49.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993889F. - M. Schleif, T. Elssner, M. Kostrzewa, T. Villmann, and B. Hammer, in Proc. of FLINS 2006, World Scientific Press, 2006, p. 541-548.PUB
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2006 | Report | Veröffentlicht | PUB-ID: 1993322M. Biehl, B. Hammer, and P. Schneider, Matrix Learning in Learning Vector Quantization, Clausthal University Of Technology, Clausthal-Zellerfeld, 2006.PUB
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2006 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993391M. Cottrell, B. Hammer, A. Hasenfuss, and T. Villmann, “Batch and Median Neural Gas”, Neural Networks, 2006, 19, 762-771.PUB | DOI | WoS | PubMed | Europe PMC
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993568B. Hammer, A. Hasenfuss, F. - M. Schleif, and T. Villmann, in Smart Engineering System Design. Intelligent Engineering Systems Through Artificial Neural Networks, 16 (Eds.: C. Dagli, A. Buczak, D. Enke, A. Embrechts, O. Ersoy), Asme Press, 2006, p. 623-633.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993594B. Hammer, A. Hasenfuss, F. - M. Schleif, and T. Villmann, in Smart systems engineering : infra-structure systems engineering, bio-informatics and computational biology and evolutionary computation : proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE 2006) (Ed.: C.H. Dagli), Asme Press, New York, NY, 2006, p. 623-632.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993878F. - M. Schleif, T. Elssner, M. Kostrzewa, T. Villmann, and B. Hammer, in 19th IEEE International Symposium on Computer- based Medical Systems (Eds.: D.J. Lee, B. Nutter, S. Antani, S. Mitra, J. Archibald), Ieee Computer Society Press, Los Alamitos, 2006, p. 919-924.PUB | DOI
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994028U. Seiffert, B. Hammer, S. Kaski, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Brussels, Belgium, 2006, p. 521-532.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994201T. Villmann, B. Hammer, and U. Seiffert, in Biologically Inspired Approaches to Advanced Information Technology, Second International Workshop. Proceedings. Lecture Notes in Computer Science, 3853 (Eds.: A.J. Ijspeert, T. Masuzawa, S. Kusumoto), Springer, Berlin, 2006, p. 141-159.PUB | DOI
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2006 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994237T. Villmann, F. - M. Schleif, and B. Hammer, “Comparison of relevance learning vector quantization with other metric adaptive classification methods”, Neural Networks, 2006, 19, 610-622.PUB | DOI | WoS | PubMed | Europe PMC
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2006 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993440A. Ghosh, M. Biehl, and B. Hammer, “Performance analysis of LVQ algorithms: a statistical physics approach”, Neural Networks, 2006, 19, 817-829.PUB | DOI | WoS | PubMed | Europe PMC
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2006 | Report | Veröffentlicht | PUB-ID: 1993584B. Hammer, A. Hasenfuss, F. - M. Schleif, and T. Villmann, Supervised median clustering, Clausthal University Of Technology, Clausthal-Zellerfeld, 2006.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993611B. Hammer, A. Hasenfuss, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, Brussels, 2006, p. 7-12.PUB
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993659B. Hammer, and N. Neubauer, in Workshop proceedings of NeSy'06 (Eds.: A. d'Avila Garcez, P. Hitzler, G. Tamburrini), 2006.PUB
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2006 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993762B. Hammer, and T. Villmann, “Effizient Klassifizieren und Clustern: Lernparadigmen von Vektorquantisierern”, Künstliche Intelligenz, 2006, 3, 5-11.PUB
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2006 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994195T. Villmann, B. Hammer, F. - M. Schleif, T. Geweniger, and W. Herrmann, “Fuzzy Classification by Fuzzy Labeled Neural Gas”, Neural Networks, 2006, 19, 772-779.PUB | DOI | WoS | PubMed | Europe PMC
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2006 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2017225B. Hammer, T. Villmann, F. - M. Schleif, C. Albani, and W. Hermann, in Artificial Intelligence and Soft-Computing - Proceedings of ICAISC 2006. LNAI, 4029 (Eds.: L. Rutkowski, R. Tadeusiewicz, L.A. Zadeh, J. Zurada), Springer, Berlin, Heidelberg, 2006, p. 603-612.PUB | DOI
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993624B. Hammer, A. Micheli, N. Neubauer, A. Sperduti, and M. Strickert, in Proceedings of WSOM 2005, 2005, p. 115-122.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994172T. Villmann, B. Hammer, F. - M. Schleif, and T. Geweniger, in Proceedings of the 5th Workshop on Self-Organizing Maps [on CD-ROM] (Ed.: M. Cottrell), University Paris-1-Pantheon-Sorbonne, Paris, France, 2005, p. 283-290.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993305M. Biehl, A. Gosh, and B. Hammer, in ESANN'05 (Ed.: M. Verleysen), D-Side Publishing, Evere, 2005, p. 13-18.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993386M. Cottrell, B. Hammer, A. Hasenfuss, and T. Villmann, in Proceedings of WSOM 2005, 2005, p. 275-282.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993444A. Ghosh, M. Biehl, and B. Hammer, in Proceedings of WSOM, 2005, p. 578-594.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993665B. Hammer, A. Rechtien, M. Strickert, and V. Villmann, in ESANN'05 (Ed.: M. Verleysen), D-Side Publishing, 2005, p. 139-144.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994118K. Tluk von Toschanowitz, B. Hammer, and H. Ritter, in ESANN'05 (Ed.: M. Verleysen), D-Side Publishing, 2005, p. 369-374.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994219T. Villmann, F. - M. Schleif, and B. Hammer, in International Workshop on Integrative Bioinformatics, 2005.PUB
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2005 | Report | Veröffentlicht | PUB-ID: 1993675B. Hammer, F. - M. Schleif, and T. Villmann, On the Generalization Ability of Prototype-Based Classifiers with Local Relevance Determination, Clausthal University Of Technology, Clausthal-Zellerfeld, 2005.PUB
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2005 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993671B. Hammer, C. Saunders, and A. Sperduti, “Special issue on neural networks and kernel methods for structured domains”, Neural Networks, 2005, 18, 1015-1018.PUB | DOI | WoS | PubMed | Europe PMC
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2005 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 1993710B. Hammer, M. Strickert, and T. Villmann, in Bioinformatics using computational intelligence paradigms (Eds.: U. Seiffert, L.C. Jain, P. Schweitzer), Springer, Berlin, 2005, p. 25-55.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994249T. Villmann, F. - M. Schleif, and B. Hammer, in Proceedings of the International Conference of Machine Learning Applications (Eds.: M.A. Wani, K.J. Cios, K. Hafeez), Ieee Press, Los Angeles, 2005, p. 11-15.PUB
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2005 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993750B. Hammer, and T. Villmann, in ESANN'05 (Ed.: M. Verleysen), D-Side Publishing, Brussels, 2005, p. 303-316.PUB
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2004 | Report | Veröffentlicht | PUB-ID: 1993732B. Hammer, P. Tino, and A. Micheli, A mathematical characterization of the architectural bias of recursive models, Universität Osnabrück, Osnabrück, 2004.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994168T. Villmann, B. Hammer, and F. - M. Schleif, in Proceedings of Selbstorganisation Von Adaptivem Verfahren. Fortschritts-Berichte VDI Reihe 10, Nr. 742 (Eds.: H.-M. Groß, K. Debes, H.-J. Böhme), Vdi Verlag, 2004, p. 592-597.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994111K. Tluk von Toschanowitz, B. Hammer, and H. Ritter, in SOAVE 2004, 3rd Workshop on SelfOrganization of AdaptiVE Behavior (Eds.: H.-M. Gross, K. Debes, H.-J. Böhme), Vdi Verlag, 2004, p. 251-261.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994212T. Villmann, F. - M. Schleif, and B. Hammer, in SOAVE 2004, 3rd Workshop on SelfOrganization of AdaptiVE Behavior (Eds.: H.-M. Groß, K. Debes, H.-J. Böhme), Vdi Verlag, 2004.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993620B. Hammer, and B. J. Jain, in European Symposium on Artificial Neural Networks'2004 (Ed.: M. Verleysen), D-Side Publications, 2004, p. 281-292.PUB
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2004 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993649B. Hammer, A. Micheli, A. Sperduti, and M. Strickert, “Recursive self-organizing network models”, Neural Networks, 2004, 17, 1061-1085.PUB | DOI | WoS | PubMed | Europe PMC
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993702B. Hammer, M. Strickert, and T. Villmann, in Artificial Intelligence and Softcomputing, Lecture Notes in Artificial Intelligence, 3070 (Eds.: L. Rutkowski, J. Siekmann, R. Tadeusiewicz, L.A. Zadeh), Springer, Berlin, 2004, p. 592-597.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993419K. Gersmann, and B. Hammer, in IJCNN, 2004.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993870F. - M. Schleif, U. Clauss, T. Villmann, and B. Hammer, in Proceedings of the 3rd International Conference on Machine Learning and Applications (ICMLA) 2004 (Eds.: M.A. Wani, K.J. Cios, K. Hafeez), Ieee Press, Los Alamitos, CA, USA, 2004, p. 374-379.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994049M. Strickert, and B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publications, 2004, p. 39-44.PUB
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2004 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994099P. Tino, and B. Hammer, in Compositional Connectionism in Cognitive Science, 2004.PUB
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2003 | Report | Veröffentlicht | PUB-ID: 1993725B. Hammer, M. Strickert, and T. Villmann, On the generalization ability of GRLVQ, Universität Osnabrück, Osnabrück, 2003.PUB
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2003 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994108P. Tiño, and B. Hammer, “Architectural Bias in Recurrent Neural Networks: Fractal Analysis”, Neural Computation, 2003, 15, 1931-1957.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994223T. Villmann, F. - M. Schleif, and B. Hammer, in Proceedings of the 4th Workshop on Self Organizing Maps [on CD-ROM] (Ed.: T. Yamakawa), Kyushu Institute Of Technology, Hibikino, Kitakyushu, Japan, 2003, p. 47-52.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993338T. Bojer, B. Hammer, and C. Koeers, in ESANN 2003, 10th European Symposium on Artificial Neural Network. Proceedings (Ed.: M. Verleysen), D-Side Publication, Evere, 2003, p. 433-439.PUB
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2003 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993530B. Hammer, and K. Gersmann, “A Note on the Universal Approximation Capability of Support Vector Machines”, Neural Processing Letters, 2003, 17, 43-53.PUB
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2003 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 1993487B. Hammer, in Adaptivity and Learning (Eds.: R. Kühn, R. Menzel, W. Menzel, U. Ratsch, M.M. Richter, I. Stamatescu), Springer, Berlin, 2003, p. 141-160.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993754B. Hammer, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (ESANN'2003) (Ed.: M. Verleysen), D-Side, Brussels, Belgium, 2003, p. 59-72.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994053M. Strickert, and B. Hammer, in 10th European Symposium on Artificial Neural Networks. Proceedings (Ed.: M. Verleysen), D-Side Publication, 2003, p. 27-32.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994060M. Strickert, and B. Hammer, in WSOM'03, 2003, p. 53-57.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993412K. Gersmann, and B. Hammer, in ESANN 2003, 10th European Symposium on Artificial Neural Networks. Proceedings (Ed.: M. Verleysen), D-Side Publication, Evere, 2003, p. 235-240.PUB
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2003 | Report | Veröffentlicht | PUB-ID: 1993645B. Hammer, a. Micheli, and A. Sperduti, A general framework for self-organizing structure processing neural networks, Universita Di Pisa, Dipartimento Die Informatica, Pisa, 2003.PUB
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2003 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993349T. Bojer, B. Hammer, M. Strickert, and T. Villmann, in Neural Networks and Soft Computing (Proc. ICNNSC 2002) (Eds.: L. Rutkowski, J. Kacprzyk), Physica-Verlag, 2003, p. 388-393.PUB
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2003 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993736B. Hammer, and P. Tiño, “Recurrent Neural Networks with Small Weights Implement Definite Memory Machines”, Neural Computation, 2003, 15, 1897-1929.PUB
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2003 | Report | Veröffentlicht | PUB-ID: 1994157T. Villmann, and B. Hammer, Metric adaptation and relevance learning in learning vector quantization, Universität Osnabrück, Osnabrück, 2003.PUB
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2003 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994208T. Villmann, E. Merényi, and B. Hammer, “Neural maps in remote sensing image analysis”, Neural Networks, 2003, 16, 389-403.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993636B. Hammer, A. Micheli, and A. Sperduti, in ESANN 2002, 10th European Symposium on Artificial Neural Network. Proceedings (Ed.: M. Verleysen), De-Side Publication, 2002, p. 389-394.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994095P. Tino, and B. Hammer, in Proc. International Conf. on Artificial Neural Networks. Lecture Notes in Computer Science, 2415 (Ed.: J.R. Dorronsoro), Springer, Berlin, 2002, p. 370-376.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994146T. Villmann, and B. Hammer, in Proc. of the 5th German Workshop on Artificial Life (Eds.: D. Polani, J. Kim, T. Martinetz), Akademische Verlagsgesellschaft - Infix - Ios Press, Berlin, 2002, p. 9-16.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993688B. Hammer, and J. J. Steil, in Proc. European Symposium Artificial Neural Networks (Ed.: M. Verleysen), D-Side Publication, 2002, p. 357-368.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993758B. Hammer, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (ESANN'2002) (Ed.: M. Verleysen), D-Side, Brussels, Belgium, 2002, p. 295-300.PUB
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2002 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993765B. Hammer, and T. Villmann, “Generalized Relevance Learning Vector Quantization”, Neural Networks, 2002, 15, 1059-1068.PUB
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2002 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 1993471B. Hammer, in Handbook of Brain Theory and Neural Networks (Ed.: M. Arbib), Mit Press, 2002, p. 244-248.PUB
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2002 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993508B. Hammer, “Recurrent neural networks for structured data – a unifying approach and its properties”, Cognitive Systems Research, 2002, 3, 145-165.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993692B. Hammer, M. Strickert, and T. Villmann, in Proc. International Conf. on Artificial Neural Networks (ICANN). Lecture Notes in Computer Science, 2415 (Ed.: J.R. Dorronsoro), Springer Verlag, Berlin, 2002, p. 370-376.PUB
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2002 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993697B. Hammer, M. Strickert, and T. Villmann, in Proc. International Conf. on Artificial Neural Networks (ICANN). Lecture Notes in Computer Science, 2415 (Ed.: J.R. Dorronsoro), Springer Verlag, Berlin, 2002, p. 877-883.PUB
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2002 | Report | Veröffentlicht | PUB-ID: 1993729B. Hammer, and P. Tino, Neural networks with small weights implement finite memory machines, Universität Osnabrück, Osnabrück, 2002.PUB
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2001 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993768B. Hammer, and T. Villmann, in Proc. Of European Symposium on Artificial Neural Networks (ESANN'2001), D Facto Publications, Brussels, Belgium, 2001, p. 283-288.PUB
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2001 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993343T. Bojer, B. Hammer, D. Schunk, and K. Tluk von Toschanowitz, in ESANN'2001 (Ed.: M. Verleysen), D-Facto Publications, 2001, p. 271-276.PUB
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2001 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1994123M. Vidyasagar, S. Balaji, and B. Hammer, “Closure properties of uniform convergence of empirical means and PAC learnability under a family of probability measures”, System and Control Letters, 2001, 42, 151-157.PUB
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2001 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993474B. Hammer, in Artificial Neural Networks. Proceedings. Lecture Notes in Computer Science, 2130 (Eds.: G. Dorffner, H. Bischof, K. Hornik), Springer, Berlin, 2001, p. 731-736.PUB
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2001 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993739B. Hammer, and T. Villmann, in Advances in Self-Organising Maps (Eds.: N.M. Allinson, H. Yin, L. Allinson, J. Slack), Springer, London, 2001, p. 173-180.PUB
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2001 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1994042M. Strickert, T. Bojer, and B. Hammer, in Artificial Neural Networks. International Conference. Proceedings. Lecture Notes in Computer Science, 2130 (Eds.: G. Dorffner, H. Bischof, K. Hornik), Springer, Berlin, 2001, p. 677-683.PUB
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2001 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993510B. Hammer, “Generalization Ability of Folding Networks.”, IEEE Trans. Knowl. Data Eng., 2001, 13, 196-206.PUB
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2000 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993499B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Facto Publications, 2000, p. 213-218.PUB
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2000 | Monographie | Veröffentlicht | PUB-ID: 1993514B. Hammer, Learning with Recurrent Neural Networks, Springer, Berlin, 2000.PUB
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2000 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993512B. Hammer, “On the approximation capability of recurrent neural networks”, Neurocomputing, 2000, 31, 107-123.PUB
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2000 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993400B. DasGupta, and B. Hammer, in Algorithmic Learning Theory, 11th International Conference. Proceedings. Lecture Notes in Computer Science, 1968 (Eds.: H. Arimura, S. Jain, A. Sharma), Springer, Berlin, 2000, p. 264-278.PUB
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2000 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993479B. Hammer, in ECAI workshop: Foundations of connectionist-symbolic integration: representation, paradigms, and algorithms (Eds.: P. Frasconi, A. Sperduti, M. Gori), 2000.PUB
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2000 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993495B. Hammer, in ICML workshop on attribute-value and relational learning: crossing the boundaries (Eds.: L. de Raedt, S. Kramer), 2000, p. 61-65.PUB
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1999 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 1993516B. Hammer, “On the learnability of recursive data”, Mathematics of Control, Signals and Systems, 1999, 12, 62-79.PUB
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1999 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993502B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Facto Publications, 1999, p. 33-38.PUB
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1999 | Report | Veröffentlicht | PUB-ID: 1993409B. DasGupta, and B. Hammer, Hardness of approximation of the loading problem for multi-layered feedforward neural networks, Dimacs Center, Rutgers University, 1999.PUB
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1998 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993484B. Hammer, in Proceedings of the International ICSC / IFAC Symposium on Neural Computation (NC 1998) (Ed.: M. Heiss), Icsc Academic Press, 1998, p. 512-518.PUB
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1998 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993505B. Hammer, in European Symposium on Artificial Neural Networks (Ed.: M. Verleysen), D-Facto Publications, 1998, p. 255-260.PUB
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1998 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993518B. Hammer, in International Conference on artificial Neural Networks, 1998, p. 639-644.PUB
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1997 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993526B. Hammer, in Artificial Neural Networks - ICANN '97, 7th International Conference. Proceedings. Lecture Notes in Computer Science, 1327, Springer, Berlin, 1997, p. 409-414.PUB
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1997 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 1993684B. Hammer, and V. Sperschneider, in International conference on Computational Intelligence and Neural Networks (Ed.: P.P. Wang), 1997, p. 211-214.PUB
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1997 | Report | Veröffentlicht | PUB-ID: 1993524B. Hammer, On the generalization ability of simple recurrent neural networks, Universität Osnabrück, Osnabrück, 1997.PUB
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1997 | Report | Veröffentlicht | PUB-ID: 1993520B. Hammer, Learning recursive data is intractable, Universität Osnabrück, Osnabrück, 1997.PUB
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1997 | Report | Veröffentlicht | PUB-ID: 1993522B. Hammer, A NP-hardness result for a sigmoidal 3-node neural network, Universität Osnabrück, Osnabrück, 1997.PUB
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1996 | Report | Veröffentlicht | PUB-ID: 1993528B. Hammer, Universal approximation of mappings on structured objects using the folding architecture, Universität Osnabrück, Osnabrück, 1996.PUB
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1996 | Monographie | Veröffentlicht | PUB-ID: 1994039V. Sperschneider, and B. Hammer, Theoretische Informatik. Eine problemorientierte Einführung, Springer, erlin, 1996.PUB