Scientific Publications

Hybrid-augmented Intelligence in Predictive Maintenance with Digital Intelligent AssistantsS. Wellsandt, K. Klein, K. Hribernik, M. Lewandowski, A. Bousdekis, G. Mentzas, K-D. Thoben.Annual Reviews in Control2022 URL
Using MaxSAT for Efficient Explanations of Tree EnsemblesA. Ignatiev, Y. Izza, P-J . Stuckey, J. Marques-Silva.Association for the Advancement of Artificial Intelligence (AAAI 2022)2022 URL
Delivering Trustworthy AI through formal XAIJ. Marques-Silva, A. Ignatiev.Association for the Advancement of Artificial Intelligence (AAAI 2022)2022URL
Counterfactual Models for Fair and Adequate ExplanationsN. Asher, L. De Lara, S. Paul, C. RussellMachine Learning and Knowledge Extraction2022 URL
A Conversational User Interface for Instructional Maintenance ReportsS. Kernan Freire, E. Niforatos, Z. Rusak, D. Aschenbrenner, and A. Bozzon.4th Conference on Conversational User Interfaces (CUI 2022)2022URL
Anatomy of a Digital AssistantS. Wellsandt, K. Hribernik, K-D. Thoben.IFIP Advances in Information and Communication Technology (APMS 2021)5-9 Sept 2021 URL
Human-AI Collaboration in Quality Control with Augmented Manufacturing AnalyticsA. Bousdekis, S. Wellsandt, E. Bosani,
K. Lepenioti, D. Apostolou, K. Hribernik, G. Mentzas.
IFIP Advances in Information and Communication Technology (APMS 2021)5-9 Sept 2021 URL
Data-driven Collaborative Human-AI Decision MakingG. Mentzas, K. Lepenioti, A. Bousdekis and D. Apostolou.20th IFIP Conference e-Business, e-Services, and e-Society I3E20211-3 Sept 2021URL
Human-augmented Prescriptive Analytics with Interactive Multi-Objective Reinforcement LearningK. Lepenioti, A. Bousdekis, D. Apostolou, & G. Mentzas.IEEE AccessJuly 2021 URL
Real-Time Equipment Health State Prediction with LSTM Networks and Bayesian InferenceA. Fouka, A. Bousdekis, K. Lepenioti, G. Mentzas.International Conference on Advanced Information Systems Engineering 9 June 2021 URL
Towards Using Digital Intelligent Assistants to Put Humans in the Loop of Predictive Maintenance SystemsS. Wellsandt, K. Klein, K. Hribernik. M. Lewandowski, A. Bousdekis, G. Mentzas, K-D. Thoben.INCOM 20217-9 June 2021URL
Explanations for Monotonic ClassifiersJ. Marques-Silva, T. Gerspacher, M. Cooper, A. Ignatiev, N. Narodytska.International Conference on Machine Learning (ICML)2021 URL
On Explaining Random Forests with SATY. Izza, J. Marques-Silva. International Joint Conference on Artificial Intelligence (IJCAI)2021 URL
SAT-Based Rigorous Explanations for Decision ListsA. Ignatiev, J. Marques-Silva.International Conference on Theory and Applications of Satisfiability Testing2021 URL
A survey of Bias in Machine Learning through Theorism of Statistical ParityP. Besse, E. del Barrio, P. Gordaliza, J.M. Loubes, L.Risser.The American Statistician2021 URL
Bias in Semantic and Discourse InterpretationN. Asher, J. Hunter, S. Paul.Linguistics and Philosophy2021 URL
Fair and adequate explanationsN. Asher, S. Paul, C. Russell. International Cross-Domain Conference for Machine Learning and Knowledge Extraction2021URL
On Efficiently Explaining Graph-Based ClassifiersX. Huang, Y. Izza, A. Ignatiev, J. Marques-Silva.KR 20212021URL
A Scalable Two Stage Approach to Computing Optimal Decision SetsJ. Marques-Silva, A. Ignatiev, E. Lam, P.J. Stuckey.Association for the Advancement of Artificial Intelligence (AAAI 2021)2021URL
Optimizing binary decision diagrams for interpretable machine learning classificationG. Cabodi, P. Camurati, A. Ignatiev, J. Marques-Silva, M. Palena, P. Pasini.Design, Automation & Test in Europe Conference & Exhibition2021URL
Reasoning-Based Learning of Interpretable ML ModelsA. Ignatiev, J. Marques-Silva, N. Narodytska, P.J. Stuckey.IJCAI2021URL
On the tractability of explaining decisions of classifiersM.C. Cooper, J. Marques-Silva.27th International Conference on Principles and Practice of Constraint Programming (CP 2021)2021URL
Projection to Fairness in Statistical LearningT.L. Gouic, J.M. Loubes, P. Rigollet.2020 URL
Constraint-Driven Explanations of Black-Box ML ModelsShrotri, A. A., Narodytska, N., Ignatiev, A., Marques-Silva, J., Meel, K. S., & Vardi, M.ICLR2020 URL
Concept of a Voice-Enabled Digital Assistant for Predictive Maintenance in ManufacturingS. Wellsandt, Z. Rusak, S.R. Arenas, D. Aschenbrenner, K.A. Hribernik, K.D. Thoben.9th International Conference on Through-life Engineering Services (TESConf 2020)26 Oct 2020 URL

Last updated: 31.05.2022