37 Publikationen
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2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2969734Kuhl U, Artelt A, Hammer B (2023)PUB | PDF | DOI | Download (ext.) | WoS | arXiv
Let's go to the Alien Zoo: Introducing an experimental framework to study usability of counterfactual explanations for machine learning.
Frontiers in Computer Science 5: 1087929. -
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2984049Ashraf I, Hermes L, Artelt A, Hammer B (2023)PUB | DOI
Spatial Graph Convolution Neural Networks for Water Distribution Systems.
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. Crémilleux B, Hess S, Nijssen S (Eds); Lecture Notes in Computer Science, Cham: Springer Nature Switzerland: 29-41. -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983795Kuhl U, Artelt A, Hammer B (2023)PUB | DOI
For Better or Worse: The Impact of Counterfactual Explanations’ Directionality on User Behavior in xAI.
In: Explainable Artificial Intelligence. First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part III. Longo L (Ed); Communications in Computer and Information Science, Cham: Springer Nature Switzerland: 280-300. -
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2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983406Stahlhofen P, Artelt A, Hermes L, Hammer B (2023)PUB | DOI | Preprint
Adversarial Attacks on Leakage Detectors in Water Distribution Networks.
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. Rojas I, Joya G, Catala A (Eds); Lecture Notes in Computer Science, Cham: Springer Nature Switzerland: 451-463. -
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2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969383Artelt A, Schulz A, Hammer B (2023)PUB | DOI | arXiv
"Why Here and not There?": Diverse Contrasting Explanations of Dimensionality Reduction.
In: Proceedings of the 12th International Conference on Pattern Recognition Applications and Methods. Setúbal, Portugal: SCITEPRESS - Science and Technology Publications: 27-38. -
2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2962746Artelt A, Hinder F, Vaquet V, Feldhans R, Hammer B (2022)PUB | PDF | DOI | Download (ext.) | WoS
Contrasting Explanations for Understanding and Regularizing Model Adaptations.
Neural Processing Letters 55: 5273–5297. -
2022 | Report | Veröffentlicht | PUB-ID: 2965286Artelt A, Geminn C, Hammer B, Manzeschke A, Mavrina L, Weber C (2022)PUB | DOI | Download (ext.)
Faire Algorithmen und die Fairness von Erklärungen: Informatische, rechtliche und ethische Perspektiven.
DuEPublico: Duisburg-Essen Publications online, University of Duisburg-Essen, Germany. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2966088Hinder F, Vaquet V, Brinkrolf J, Artelt A, Hammer B (2022)PUB | DOI | Download (ext.)
Localization of Concept Drift: Identifying the Drifting Datapoints.
In: 2022 International Joint Conference on Neural Networks (IJCNN). IEEE: 1-9. -
2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2969459Jakob J, Artelt A, Hasenjäger M, Hammer B (2022)PUB | DOI
SAM-kNN Regressor for Online Learning in Water Distribution Networks.
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. Pimenidis E, Angelov P, Jayne C, Papaleonidas A, Aydin M (Eds); Lecture Notes in Computer Science, 13531. Cham: Springer Nature : 752-762. -
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2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969460Artelt A, Brinkrolf J, Visser R, Hammer B (2022)PUB | DOI
Explaining Reject Options of Learning Vector Quantization Classifiers.
In: Proceedings of the 14th International Joint Conference on Computational Intelligence. SCITEPRESS - Science and Technology Publications: 249-261. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969736Kuhl U, Artelt A, Hammer B (2022)PUB | DOI | Download (ext.)
Keep Your Friends Close and Your Counterfactuals Closer: Improved Learning From Closest Rather Than Plausible Counterfactual Explanations in an Abstract Setting.
In: 2022 ACM Conference on Fairness, Accountability, and Transparency. New York, NY, USA: ACM: 2125-2137. -
2022 | Kurzbeitrag Konferenz / Poster | PUB-ID: 2962861Hinder F, Vaquet V, Brinkrolf J, Artelt A, Hammer B (2022)PUB
Localization of Concept Drift: Identifying the Drifting Datapoints. -
2022 | Preprint | PUB-ID: 2962919Artelt A, Vrachimis S, Eliades D, Polycarpou M, Hammer B (2022)PUB | PDF | Download (ext.) | arXiv
One Explanation to Rule them All — Ensemble Consistent Explanations.
ArXiv:2205.08974 . -
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2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2967296Velioglu R, Göpfert JP, Artelt A, Hammer B (2022)PUB | DOI
Explainable Artificial Intelligence for Improved Modeling of Processes.
In: Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings. Yin H, Camacho D, Tino P (Eds); Lecture Notes in Computer Science, 13756. Cham: Springer International Publishing: 313-325. -
2021 | Preprint | PUB-ID: 2959899Artelt A, Hammer B (2021)PUB | Download (ext.) | arXiv
Convex optimization for actionable & plausible counterfactual explanations.
arXiv: 2105.07630v1. -
2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957588Artelt A, Hammer B (2021)PUB | DOI | Download (ext.)
Efficient computation of contrastive explanations.
In: 2021 International Joint Conference on Neural Networks (IJCNN). New York: Institute of Electrical and Electronics Engineers (IEEE): 1-9. -
2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957373Artelt A, Hinder F, Vaquet V, Feldhans R, Hammer B (2021)PUB | DOI
Contrastive Explanations for Explaining Model Adaptations.
In: Advances in Computational Intelligence. 16th International Work-Conference on Artificial Neural Networks, IWANN 2021, Virtual Event, June 16–18, 2021, Proceedings, Part I. Rojas I, Joya G, Catala A (Eds); Lecture Notes in Computer Science, Cham: Springer : 101-112. -
2021 | Report | Veröffentlicht | PUB-ID: 2954239Szczuka J, Artelt A, Geminn C, Hammer B, Kopp S, Manzeschke A, Rossnagel A, Slawik P, Strathmann C, Szymczyk N, Varonina L, Weber C (2021)PUB | DOI
Können Kinder aufgeklärte Nutzer* innen von Sprachassistenten sein? Rechtliche, psychologische, ethische und informatische Perspektiven.
Essen: Universität Duisburg-Essen, Universitätsbibliothek. -
2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2957340Artelt A, Hammer B (2021)PUB | DOI | Download (ext.) | WoS
Efficient computation of counterfactual explanations and counterfactual metrics of prototype-based classifiers.
Neurocomputing 470(VSI: ESANN 2020): 304-317. -
2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2962747Artelt A, Vaquet V, Velioglu R, Hinder F, Brinkrolf J, Schilling M, Hammer B (2021)PUB | DOI
Evaluating Robustness of Counterfactual Explanations.
In: 2021 IEEE Symposium Series on Computational Intelligence (SSCI). Piscataway, NJ: IEEE: 01-09. -
2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957814Krämer N, Szczuka J, Rossnagel A, Geminn C, Kopp S, Hammer B, Mavrina L, Artelt A, Manzeschke A, Weber C (2020)PUB
Improving and Evaluating Conversational User Interfaces for Children.
In: IUI '20: Proceedings of the 25th International Conference on Intelligent User Interfaces. New York: Association for Computing Machinery. -
2020 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2945878Geminn CL, Szczuka J, Weber C, Artelt A, Varonina L (2020)PUB | DOI | Download (ext.)
Kinder als Nutzende smarter Sprachassistenten Spezieller Gestaltungsbedarf zum Schutz von Kindern.
Datenschutz und Datensicherheit - DuD 44(9): 600-605. -
2020 | Konferenzbeitrag | PUB-ID: 2946488Hinder F, Artelt A, Hammer B (2020)PUB | Download (ext.)
Towards non-parametric drift detection via Dynamic Adapting Window Independence Drift Detection (DAWIDD).
In: Proceedings of the 37th International Conference on Machine Learning. . -
2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2946685Artelt A, Hammer B (2020)PUB | Download (ext.)
Efficient computation of counterfactual explanations of LVQ models.
In: ESANN 2020 - proceedings. Verleysen M (Ed); Louvain-la-Neuve: Ciaco : 19-24. -
2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2946761Artelt A, Hammer B (2020)PUB | DOI | Download (ext.)
Convex Density Constraints for Computing Plausible Counterfactual Explanations.
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}. Farkas I, Masulli P, Wermter S (Eds); Lecture Notes in Computer Science, 12396. Cham: Springer: 353-365. -
2019 | Preprint | PUB-ID: 2959898Artelt A, Hammer B (2019)PUB | Download (ext.) | arXiv
On the computation of counterfactual explanations - A survey.
arXiv: 1911.07749v1. -
2019 | Datenpublikation | PUB-ID: 2936468Artelt A (2019)PUB | Dateien verfügbar | DOI
CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox .
Bielefeld University. -
2019 | Kurzbeitrag Konferenz / Poster | PUB-ID: 2935044Artelt A, Jakob J, Vaquet V (2019)PUB | Dateien verfügbar
Continuous online user authentication based on keystroke dynamics.
Presented at the Interdisciplinary College (IK), Günne/Möhnesee, Germany. -
2019 | Monographie | PUB-ID: 2935200Paaßen B, Artelt A, Hammer B (2019)PUB | Dateien verfügbar
Lecture Notes on Applied Optimization.
Faculty of Technology, Bielefeld University. -
2019 | Report | Veröffentlicht | PUB-ID: 2937888Krämer N, Artelt A, Geminn C, Hammer B, Kopp S, Manzeschke A, Rossnagel A, Slawik P, Szczuka J, Varonina L, Weber C (2019)PUB | DOI | Download (ext.)
KI-basierte Sprachassistenten im Alltag: Forschungsbedarf aus informatischer, psychologischer, ethischer und rechtlicher Sicht.
Universität Duisburg-Essen, Universitätsbibliothek. -