41 Publikationen
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2024 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2993831Let Me Explain What I Did or What I Would Have Done: An Empirical Study on the Effects of Explanations and Person-Likeness on Trust in and Understanding of AlgorithmsPUB | DOI | Download (ext.) | WoS
Szczuka JM, Horstmann AC, Szymczyk N, Strathmann C, Artelt A, Mavrina L, Krämer N (2024)
In: NordiCHI '24: Proceedings of the 13th Nordic Conference on Human-Computer Interaction. Association for Computing Machinery (Ed); New York, USA. -
2024 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2993739Challenges, Methods, Data–A Survey of Machine Learning in Water Distribution NetworksPUB | DOI | WoS
Vaquet V, Hinder F, Artelt A, Ashraf I, Strotherm J, Vaquet J, Brinkrolf J, Hammer B (2024)
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. Wand M, Malinovská K, Schmidhuber J, Tetko IV (Eds); Lecture Notes in Computer Science. Cham: Springer Nature Switzerland: 155-170. -
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2994227EPyT-Flow: A Toolkit for Generating Water DistributionNetwork DataPUB | DOI
Artelt A, Kyriakou MS, Vrachimis SG, Eliades DG, Hammer B, Polycarpou MM (2024)
Journal of Open Source Software 9(103): 7104. -
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2990768Supporting organizational decisions on How to improve customer repurchase using multi-instance counterfactual explanationsPUB | DOI | WoS
Artelt A, Gregoriades A (2024)
Decision Support Systems 182: 114249. -
2024 | Bielefelder E-Dissertation | PUB-ID: 2985769
Contrasting Explanations in Machine Learning. Efficiency, Robustness & ApplicationsPUB | PDF | DOI
Artelt A (2024)
Bielefeld: Universität Bielefeld. -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983795For Better or Worse: The Impact of Counterfactual Explanations’ Directionality on User Behavior in xAIPUB | DOI | WoS
Kuhl U, Artelt A, Hammer B (2023)
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. -
2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2979026Interpretable SAM-kNN Regressor for Incremental Learning on High-Dimensional Data StreamsPUB | DOI | WoS
Jakob J, Artelt A, Hasenjäger M, Hammer B (2023)
Applied Artificial Intelligence 37(1): 2198846. -
2023 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2969734
Let's go to the Alien Zoo: Introducing an experimental framework to study usability of counterfactual explanations for machine learningPUB | PDF | DOI | Download (ext.) | WoS | arXiv
Kuhl U, Artelt A, Hammer B (2023)
Frontiers in Computer Science 5: 1087929. -
2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969383"Why Here and not There?": Diverse Contrasting Explanations of Dimensionality ReductionPUB | DOI | arXiv
Artelt A, Schulz A, Hammer B (2023)
In: Proceedings of the 12th International Conference on Pattern Recognition Applications and Methods. Setúbal, Portugal: SCITEPRESS - Science and Technology Publications: 27-38. -
2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2985571Unsupervised Unlearning of Concept Drift with AutoencodersPUB | DOI
Artelt A, Malialis K, Panayiotou CG, Polycarpou MM, Hammer B (2023)
In: 2023 IEEE Symposium Series on Computational Intelligence (SSCI). IEEE: 703-710. -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2984049Spatial Graph Convolution Neural Networks for Water Distribution SystemsPUB | DOI
Ashraf I, Hermes L, Artelt A, Hammer B (2023)
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 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2983728"I do not know! but why?"- Local model-agnostic example-based explanations of rejectPUB | DOI | WoS
Artelt A, Visser R, Hammer B (2023)
Neurocomputing 558: 126722. -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983406Adversarial Attacks on Leakage Detectors in Water Distribution NetworksPUB | DOI | Preprint
Stahlhofen P, Artelt A, Hermes L, Hammer B (2023)
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. -
2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2962746
Contrasting Explanations for Understanding and Regularizing Model AdaptationsPUB | PDF | DOI | Download (ext.) | WoS
Artelt A, Hinder F, Vaquet V, Feldhans R, Hammer B (2022)
Neural Processing Letters 55: 5273–5297. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969736Keep Your Friends Close and Your Counterfactuals Closer: Improved Learning From Closest Rather Than Plausible Counterfactual Explanations in an Abstract SettingPUB | DOI | Download (ext.)
Kuhl U, Artelt A, Hammer B (2022)
In: 2022 ACM Conference on Fairness, Accountability, and Transparency. New York, NY, USA: ACM: 2125-2137. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969461“Even if …” – Diverse Semifactual Explanations of RejectPUB | DOI
Artelt A, Hammer B (2022)
In: 2022 IEEE Symposium Series on Computational Intelligence (SSCI). Ishibuchi H (Ed); Piscataway, NJ: IEEE: 854-859. -
2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2967296Explainable Artificial Intelligence for Improved Modeling of ProcessesPUB | DOI
Velioglu R, Göpfert JP, Artelt A, Hammer B (2022)
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. -
2022 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2969459SAM-kNN Regressor for Online Learning in Water Distribution NetworksPUB | DOI
Jakob J, Artelt A, Hasenjäger M, Hammer B (2022)
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. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2969460Explaining Reject Options of Learning Vector Quantization ClassifiersPUB | DOI
Artelt A, Brinkrolf J, Visser R, Hammer B (2022)
In: Proceedings of the 14th International Joint Conference on Computational Intelligence. SCITEPRESS - Science and Technology Publications: 249-261. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2966088Localization of Concept Drift: Identifying the Drifting DatapointsPUB | DOI | Download (ext.)
Hinder F, Vaquet V, Brinkrolf J, Artelt A, Hammer B (2022)
In: 2022 International Joint Conference on Neural Networks (IJCNN). IEEE: 1-9. -
2022 | Report | Veröffentlicht | PUB-ID: 2965286Faire Algorithmen und die Fairness von Erklärungen: Informatische, rechtliche und ethische PerspektivenPUB | DOI | Download (ext.)
Artelt A, Geminn C, Hammer B, Manzeschke A, Mavrina L, Weber C (2022)
DuEPublico: Duisburg-Essen Publications online, University of Duisburg-Essen, Germany. -
2022 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2962650
Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution NetworksPUB | PDF
Vaquet V, Artelt A, Brinkrolf J, Hammer B (2022)
Presented at the 31st International Conference on Artificial Neural Networks, Bristol. -
2022 | Kurzbeitrag Konferenz / Poster | PUB-ID: 2962861Localization of Concept Drift: Identifying the Drifting DatapointsPUB
Hinder F, Vaquet V, Brinkrolf J, Artelt A, Hammer B (2022) . -
2022 | Preprint | PUB-ID: 2962919
One Explanation to Rule them All — Ensemble Consistent ExplanationsPUB | PDF | Download (ext.) | arXiv
Artelt A, Vrachimis S, Eliades D, Polycarpou M, Hammer B (2022)
ArXiv:2205.08974 . -
2021 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2957340Efficient computation of counterfactual explanations and counterfactual metrics of prototype-based classifiersPUB | DOI | Download (ext.) | WoS
Artelt A, Hammer B (2021)
Neurocomputing 470(VSI: ESANN 2020): 304-317. -
2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957373Contrastive Explanations for Explaining Model AdaptationsPUB | DOI
Artelt A, Hinder F, Vaquet V, Feldhans R, Hammer B (2021)
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 | Preprint | PUB-ID: 2959899Convex optimization for actionable & plausible counterfactual explanationsPUB | Download (ext.) | arXiv
Artelt A, Hammer B (2021)
arXiv: 2105.07630v1. -
2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2962747Evaluating Robustness of Counterfactual ExplanationsPUB | DOI
Artelt A, Vaquet V, Velioglu R, Hinder F, Brinkrolf J, Schilling M, Hammer B (2021)
In: 2021 IEEE Symposium Series on Computational Intelligence (SSCI). Piscataway, NJ: IEEE: 01-09. -
2021 | Report | Veröffentlicht | PUB-ID: 2954239Können Kinder aufgeklärte Nutzer* innen von Sprachassistenten sein? Rechtliche, psychologische, ethische und informatische PerspektivenPUB | DOI
Szczuka J, Artelt A, Geminn C, Hammer B, Kopp S, Manzeschke A, Rossnagel A, Slawik P, Strathmann C, Szymczyk N, Varonina L, et al. (2021)
Essen: Universität Duisburg-Essen, Universitätsbibliothek. -
2021 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957588Efficient computation of contrastive explanationsPUB | DOI | Download (ext.)
Artelt A, Hammer B (2021)
In: 2021 International Joint Conference on Neural Networks (IJCNN). New York: Institute of Electrical and Electronics Engineers (IEEE): 1-9. -
2020 | Konferenzbeitrag | PUB-ID: 2946488Towards non-parametric drift detection via Dynamic Adapting Window Independence Drift Detection (DAWIDD)PUB | Download (ext.)
Hinder F, Artelt A, Hammer B (2020)
In: Proceedings of the 37th International Conference on Machine Learning. -
2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2946685Efficient computation of counterfactual explanations of LVQ modelsPUB | Download (ext.)
Artelt A, Hammer B (2020)
In: ESANN 2020 - proceedings. Verleysen M (Ed); Louvain-la-Neuve: Ciaco : 19-24. -
2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2946761Convex Density Constraints for Computing Plausible Counterfactual ExplanationsPUB | DOI | Download (ext.)
Artelt A, Hammer B (2020)
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. -
2020 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2945878Kinder als Nutzende smarter Sprachassistenten Spezieller Gestaltungsbedarf zum Schutz von KindernPUB | DOI | Download (ext.)
Geminn CL, Szczuka J, Weber C, Artelt A, Varonina L (2020)
Datenschutz und Datensicherheit - DuD 44(9): 600-605. -
2020 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2957814Improving and Evaluating Conversational User Interfaces for ChildrenPUB
Krämer N, Szczuka J, Rossnagel A, Geminn C, Kopp S, Hammer B, Mavrina L, Artelt A, Manzeschke A, Weber C (2020)
In: IUI '20: Proceedings of the 25th International Conference on Intelligent User Interfaces. New York: Association for Computing Machinery. -
2019 | Kurzbeitrag Konferenz / Poster | PUB-ID: 2935044
Continuous online user authentication based on keystroke dynamicsPUB | Dateien verfügbar
Artelt A, Jakob J, Vaquet V (2019)
Presented at the Interdisciplinary College (IK), Günne/Möhnesee, Germany. -
2019 | Preprint | PUB-ID: 2959898On the computation of counterfactual explanations - A surveyPUB | Download (ext.) | arXiv
Artelt A, Hammer B (2019)
arXiv: 1911.07749v1. -
2019 | Datenpublikation | PUB-ID: 2936468
CEML - Counterfactuals for Explaining Machine Learning models - A Python toolboxPUB | Dateien verfügbar | DOI
Artelt A (2019)
Bielefeld University. -
2019 | Monographie | PUB-ID: 2935200
Lecture Notes on Applied OptimizationPUB | Dateien verfügbar
Paaßen B, Artelt A, Hammer B (2019)
Faculty of Technology, Bielefeld University. -
2019 | Report | Veröffentlicht | PUB-ID: 2937888KI-basierte Sprachassistenten im Alltag: Forschungsbedarf aus informatischer, psychologischer, ethischer und rechtlicher SichtPUB | DOI | Download (ext.)
Krämer N, Artelt A, Geminn C, Hammer B, Kopp S, Manzeschke A, Rossnagel A, Slawik P, Szczuka J, Varonina L, Weber C (2019)
Universität Duisburg-Essen, Universitätsbibliothek. -
2019 | Monographie | PUB-ID: 2936408
Introduction to Machine Learning - Supplementary notesPUB | PDF
Artelt A (2019) .