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2020 – today
- 2024
[j15]Lala H. Rajaoarisoa
, Michal Kuk, Szymon Bobek, Moamar Sayed Mouchaweh:
Hybrid and co-learning approach for anomalies prediction and explanation of wind turbine systems. Eng. Appl. Artif. Intell. 133: 108046 (2024)- [j14]Maciej Szelazek, Szymon Bobek, Grzegorz J. Nalepa:
Semantic data mining-based decision support for quality assessment in steel industry. Expert Syst. J. Knowl. Eng. 41(2) (2024) - [j13]Edyta Kuk, Szymon Bobek, Grzegorz J. Nalepa:
Explainable proactive control of industrial processes. J. Comput. Sci. 81: 102329 (2024) - [c63]Natalia Wojak-Strzelecka, Szymon Bobek, Grzegorz J. Nalepa, Jerzy Stefanowski:
Towards Differentiating Between Failures and Domain Shifts in Industrial Data Streams. HAII5.0@ECAI 2024 - [c62]Maciej Mozolewski, Szymon Bobek, Grzegorz J. Nalepa:
Visual Explanations and Perturbation-Based Fidelity Metrics for Feature-Based Models. ICCS (4) 2024: 294-309 - [c61]Abdallah Alabdallah, Jakub Jakubowski, Sepideh Pashami, Szymon Bobek, Mattias Ohlsson, Thorsteinn S. Rögnvaldsson, Grzegorz J. Nalepa:
Understanding Survival Models Through Counterfactual Explanations. ICCS (4) 2024: 310-324 - [c60]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Assessment of Explainable Anomaly Detection for Monitoring of Cold Rolling Process. ICCS (5) 2024: 330-344 - [c59]Maciej Mozolewski, Szymon Bobek, Rita P. Ribeiro, Grzegorz J. Nalepa, João Gama:
Towards Evaluation of Explainable Artificial Intelligence in Streaming Data. xAI (4) 2024: 145-168 - [e4]Slawomir Nowaczyk, Przemyslaw Biecek, Neo Christopher Chung, Mauro Vallati, Pawel Skruch, Joanna Jaworek-Korjakowska, Simon Parkinson, Alexandros Nikitas, Martin Atzmüller, Tomás Kliegr, Ute Schmid, Szymon Bobek, Nada Lavrac, Marieke Peeters, Roland van Dierendonck, Saskia Robben, Eunika Mercier-Laurent, Gülgün Kayakutlu, Mieczyslaw Lech Owoc, Karl Mason, Abdul Wahid, Pierangela Bruno, Francesco Calimeri, Francesco Cauteruccio, Giorgio Terracina, Diedrich Wolter, Jochen L. Leidner, Michael Kohlhase, Vania Dimitrova:
Artificial Intelligence. ECAI 2023 International Workshops - XAI³, TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Kraków, Poland, September 30 - October 4, 2023, Proceedings, Part I. Communications in Computer and Information Science 1947, Springer 2024, ISBN 978-3-031-50395-5 [contents] - [e3]Slawomir Nowaczyk, Przemyslaw Biecek, Neo Christopher Chung, Mauro Vallati, Pawel Skruch, Joanna Jaworek-Korjakowska, Simon Parkinson, Alexandros Nikitas, Martin Atzmüller, Tomás Kliegr, Ute Schmid, Szymon Bobek, Nada Lavrac, Marieke Peeters, Roland van Dierendonck, Saskia Robben, Eunika Mercier-Laurent, Gülgün Kayakutlu, Mieczyslaw Lech Owoc, Karl Mason, Abdul Wahid, Pierangela Bruno, Francesco Calimeri, Francesco Cauteruccio, Giorgio Terracina, Diedrich Wolter, Jochen L. Leidner, Michael Kohlhase, Vania Dimitrova:
Artificial Intelligence. ECAI 2023 International Workshops - XAI³, TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Kraków, Poland, September 30 - October 4, 2023, Proceedings, Part II. Communications in Computer and Information Science 1948, Springer 2024, ISBN 978-3-031-50484-6 [contents] - [i5]Jakub Jakubowski, Natalia Wojak-Strzelecka, Rita P. Ribeiro, Sepideh Pashami, Szymon Bobek, João Gama, Grzegorz J. Nalepa:
Artificial Intelligence Approaches for Predictive Maintenance in the Steel Industry: A Survey. CoRR abs/2405.12785 (2024) - 2023
- [j12]Szymon Bobek, Michal Kuk, Jakub Brzegowski, Edyta Brzychczy, Grzegorz J. Nalepa:
KnAC: an approach for enhancing cluster analysis with background knowledge and explanations. Appl. Intell. 53(12): 15537-15560 (2023) - [c58]Jakub Jakubowski, Szymon Bobek, Grzegorz J. Nalepa:
Poster: Human-in-the-Loop Anomaly Detection in Industrial Data Streams. CHItaly 2023: 46:1-46:2 - [c57]Maciej Szelazek, Szymon Bobek, Grzegorz J. Nalepa:
Poster: Application of knowledge transfer to ML-based Quality Decision Support practice in the steel manufacturing process. CHItaly 2023: 50:1-50:2 - [c56]Maciej Szelazek, Dan Hudson, Szymon Bobek, Grzegorz J. Nalepa, Martin Atzmueller:
Enhanced Explanations for Knowledge-Augmented Clustering using Subgroup Discovery. DSAA 2023: 1-11 - [c55]Maciej Szelazek, Szymon Bobek, Grzegorz J. Nalepa:
Improving Understandability of Explanations with a Usage of Expert Knowledge. ECAI Workshops (2) 2023: 36-47 - [c54]Iwona Grabska-Gradzinska, Maciej Szelazek, Szymon Bobek, Grzegorz J. Nalepa:
Visual Patterns in an Interactive App for Analysis Based on Control Charts and SHAP Values. ECAI Workshops (2) 2023: 48-59 - [c53]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Explainable Anomaly Detection in Industrial Streams. ECAI Workshops (1) 2023: 87-100 - [c52]Szymon Bobek, Slawomir Nowaczyk, Sepideh Pashami, Zahra Taghiyarrenani, Grzegorz J. Nalepa:
Towards Explainable Deep Domain Adaptation. ECAI Workshops (1) 2023: 101-113 - [c51]Michal Kuk, Szymon Bobek, Bruno Veloso, Lala H. Rajaoarisoa, Grzegorz J. Nalepa:
Feature Importances as a Tool for Root Cause Analysis in Time-Series Events. ICCS (5) 2023: 408-416 - [c50]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Towards Online Anomaly Detection in Steel Manufacturing Process. ICCS (4) 2023: 469-482 - [c49]Edyta Kuk, Szymon Bobek, Grzegorz J. Nalepa:
ML-Based Proactive Control of Industrial Processes. ICCS (2) 2023: 576-589 - [c48]Szymon Bobek, Slawomir Nowaczyk, João Gama, Sepideh Pashami, Rita P. Ribeiro, Zahra Taghiyarrenani, Bruno Veloso, Lala H. Rajaoarisoa, Maciej Szelazek, Grzegorz J. Nalepa:
Why Industry 5.0 Needs XAI 2.0? xAI (Late-breaking Work, Demos, Doctoral Consortium) 2023: 1-6 - [i4]Sepideh Pashami, Slawomir Nowaczyk, Yuantao Fan, Jakub Jakubowski, Nuno Paiva, Narjes Davari, Szymon Bobek, Samaneh Jamshidi, Hamid Sarmadi, Abdallah Alabdallah, Rita P. Ribeiro, Bruno Veloso, Moamar Sayed Mouchaweh, Lala H. Rajaoarisoa, Grzegorz J. Nalepa, João Gama:
Explainable Predictive Maintenance. CoRR abs/2306.05120 (2023) - [i3]Szymon Bobek, Grzegorz J. Nalepa:
Local Universal Rule-based Explanations. CoRR abs/2310.14894 (2023) - 2022
- [j11]Szymon Bobek, Michal Kuk, Maciej Szelazek, Grzegorz J. Nalepa:
Enhancing Cluster Analysis With Explainable AI and Multidimensional Cluster Prototypes. IEEE Access 10: 101556-101574 (2022) - [j10]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Anomaly Detection in Asset Degradation Process Using Variational Autoencoder and Explanations. Sensors 22(1): 291 (2022) - [c47]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Roll Wear Prediction in Strip Cold Rolling with Physics-Informed Autoencoder and Counterfactual Explanations. DSAA 2022: 1-10 - [c46]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Performance of Explainable AI Methods in Asset Failure Prediction. ICCS (4) 2022: 472-485 - [c45]Michal Kuk, Szymon Bobek, Grzegorz J. Nalepa:
Comparing Explanations from Glass-Box and Black-Box Machine-Learning Models. ICCS (3) 2022: 668-675 - [c44]Maciej Mozolewski, Samaneh Jamshidi, Szymon Bobek, Grzegorz J. Nalepa:
Explain Your Clusters with Words. The Role of Metadata in Interactive Clustering. SEM4NBU@IJCAI 2022: 53-59 - [e2]Michal Araszkiewicz, Martin Atzmueller, Grzegorz J. Nalepa, Bart Verheij, Szymon Bobek:
Proceedings of 4th International Workshop on eXplainable and Responsible AI and Law co-located with 18th International Conference on Artificial Intelligence and Law (ICAIL 2021), Virtual Event, Sao Paolo, Brazil, June 21, 2021. CEUR Workshop Proceedings 3168, CEUR-WS.org 2022 [contents] - 2021
- [j9]Krzysztof Kutt, Dominika Drazyk, Szymon Bobek, Grzegorz J. Nalepa:
Personality-Based Affective Adaptation Methods for Intelligent Systems. Sensors 21(1): 163 (2021) - [j8]Grzegorz J. Nalepa, Szymon Bobek, Krzysztof Kutt, Martin Atzmueller:
Semantic Data Mining in Ubiquitous Sensing: A Survey. Sensors 21(13): 4322 (2021) - [c43]Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa:
Explainable anomaly detection for Hot-rolling industrial process. DSAA 2021: 1-10 - [c42]Michal Kuk, Szymon Bobek, Grzegorz J. Nalepa:
Explainable clustering with multidimensional bounding boxes. DSAA 2021: 1-10 - [c41]Szymon Bobek, Pawel Balaga, Grzegorz J. Nalepa:
Towards Model-Agnostic Ensemble Explanations. ICCS (4) 2021: 39-51 - [c40]Szymon Bobek, Maciej Mozolewski, Grzegorz J. Nalepa:
Explanation-Driven Model Stacking. ICCS (6) 2021: 361-371 - [c39]Szymon Bobek, Grzegorz J. Nalepa:
Introducing Uncertainty into Explainable AI Methods. ICCS (6) 2021: 444-457 - [c38]Szymon Bobek, Grzegorz J. Nalepa:
Augmenting Automatic Clustering with Expert Knowledge and Explanations. ICCS (4) 2021: 631-638 - [c37]Krzysztof Kutt, Laura Zuchowska, Szymon Bobek, Grzegorz J. Nalepa:
People in the Context - an Analysis of Game-based Experimental Protocol. MRC@IJCAI 2021: 46-50 - [e1]Grzegorz J. Nalepa, Michal Araszkiewicz, Martin Atzmueller, Bart Verheij, Szymon Bobek:
Proceedings of the 3rd EXplainable AI in Law Workshop (XAILA 2020) co-located with 33rd International Conference on Legal Knowledge and Information Systems (JURIX 2020), Prague, Czech Republic, December 9th, 2020. CEUR Workshop Proceedings 2891, CEUR-WS.org 2021 [contents] - [d4]Krzysztof Kutt, Dominika Drazyk, Szymon Bobek, Grzegorz J. Nalepa:
BIRAFFE2: The 2nd Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems. Zenodo, 2021
- [i2]Szymon Bobek, Michal Kuk, Jakub Brzegowski, Edyta Brzychczy, Grzegorz J. Nalepa:
KnAC: an approach for enhancing cluster analysis with background knowledge and explanations. CoRR abs/2112.08759 (2021) - 2020
- [c36]Szymon Bobek, Agnieszka Trzcionkowska, Edyta Brzychczy, Grzegorz J. Nalepa:
Cluster Discovery from Sensor Data Incorporating Expert Knowledge. KR4L@ECAI 2020: 10-21 - [c35]Laura Zuchowska, Krzysztof Kutt, Krzysztof Geleta, Szymon Bobek, Grzegorz J. Nalepa:
Affective Games Provide Controlable Context. Proposal of an Experimental Framework. MRC@ECAI 2020: 45-50 - [c34]Szymon Bobek, Magdalena M. Tragarz, Maciej Szelazek, Grzegorz J. Nalepa:
Explaining Machine Learning Models of Emotion Using the BIRAFFE Dataset. ICAISC (2) 2020: 290-300 - [c33]Maciej Szelazek, Szymon Bobek, Antonio González-Pardo, Grzegorz J. Nalepa:
Towards the Modeling of the Hot Rolling Industrial Process. Preliminary Results. IDEAL (1) 2020: 385-396 - [d3]Krzysztof Kutt, Szymon Bobek, Grzegorz J. Nalepa:
BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization. Zenodo, 2020 - [d2]Krzysztof Kutt, Dominika Drazyk, Szymon Bobek, Grzegorz J. Nalepa:
BIRAFFE2: The 2nd Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems. Zenodo, 2020 - [i1]Krzysztof Kutt, Dominika Drazyk, Maciej Szelazek, Szymon Bobek, Grzegorz J. Nalepa:
The BIRAFFE2 Experiment. Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems. CoRR abs/2007.15048 (2020)
2010 – 2019
- 2019
- [j7]Szymon Bobek, Grzegorz J. Nalepa, Mateusz Slazynski:
HEARTDROID - Rule engine for mobile and context-aware expert systems. Expert Syst. J. Knowl. Eng. 36(1) (2019) - [j6]Grzegorz J. Nalepa, Krzysztof Kutt, Szymon Bobek:
Mobile platform for affective context-aware systems. Future Gener. Comput. Syst. 92: 490-503 (2019) - [j5]Grzegorz J. Nalepa, Krzysztof Kutt, Barbara Gizycka, Pawel Jemiolo, Szymon Bobek:
Analysis and Use of the Emotional Context with Wearable Devices for Games and Intelligent Assistants. Sensors 19(11): 2509 (2019) - [c32]Krzysztof Kutt, Dominika Drazyk, Pawel Jemiolo, Szymon Bobek, Barbara Gizycka, Víctor Rodríguez-Fernández, Grzegorz J. Nalepa:
BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization. AfCAI 2019 - [c31]Mateusz Z. Lepicki, Szymon Bobek:
Affective Context-Aware Systems: Architecture of a Dynamic Framework. ICAISC (2) 2019: 575-584 - [c30]Grzegorz J. Nalepa, Michal Araszkiewicz, Slawomir Nowaczyk, Szymon Bobek:
Building Trust to AI Systems Through Explainability. Technical and legal perspectives. XAILA@JURIX 2019 - [d1]Krzysztof Kutt, Szymon Bobek, Grzegorz J. Nalepa:
BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization. Zenodo, 2019 - 2018
- [c29]Grzegorz J. Nalepa, Krzysztof Kutt, Szymon Bobek, Barbara Gizycka:
Development of Mobile Platform for Affect Interpretation. Current Progress. AfCAI 2018 - [c28]Krzysztof Kutt, Wojciech Binek, Piotr Misiak, Grzegorz J. Nalepa, Szymon Bobek:
Towards the Development of Sensor Platform for Processing Physiological Data from Wearable Sensors. ICAISC (2) 2018: 168-178 - [c27]Szymon Bobek, Piotr Misiak:
Uncertain Decision Tree Classifier for Mobile Context-Aware Computing. ICAISC (2) 2018: 276-287 - [c26]Szymon Bobek, Kamil Jurek:
Causal Rules Detection in Streams of Unlabeled, Mixed Type Values with Finit Domains. IDEAL (2) 2018: 64-74 - [c25]Grzegorz J. Nalepa, Edyta Brzychczy, Szymon Bobek:
On the Opportunities for Using Mobile Devices for Activity Monitoring and Understanding in Mining Applications. IDEAL (2) 2018: 75-83 - 2017
- [j4]Szymon Bobek, Grzegorz J. Nalepa:
Uncertain context data management in dynamic mobile environments. Future Gener. Comput. Syst. 66: 110-124 (2017) - [j3]Szymon Bobek, Grzegorz J. Nalepa:
Uncertainty handling in rule-based mobile context-aware systems. Pervasive Mob. Comput. 39: 159-179 (2017) - [c24]Szymon Bobek, Piotr Misiak:
Framework for Benchmarking Rule-Based Inference Engines. ICAISC (2) 2017: 399-410 - [c23]Szymon Bobek, Grzegorz J. Nalepa, Przemyslaw Babiarz:
Web-Based Editor for Structured Rule Bases. ICAISC (2) 2017: 411-421 - [c22]Mateusz Slazynski, Grzegorz J. Nalepa, Szymon Bobek, Krzysztof Kutt:
Semantic Annotations for Mediation of Complex Rule Systems. ICAISC (2) 2017: 623-634 - 2016
- [j2]Szymon Bobek, Grzegorz J. Nalepa, Antoni Ligeza, Weronika T. Adrian, Krzysztof Kaczor:
Mobile context-based framework for threat monitoring in urban environment with social threat monitor. Multim. Tools Appl. 75(17): 10595-10616 (2016) - [c21]Grzegorz J. Nalepa, Jan K. Argasinski, Krzysztof Kutt, Pawel Wegrzyn, Szymon Bobek, Mateusz Z. Lepicki:
Affective Computing Experiments in Virtual Reality with Wearable Sensors. Methodological considerations and preliminary results. AfCAI 2016 - [c20]Grzegorz J. Nalepa, Krzysztof Kutt, Szymon Bobek, Mateusz Z. Lepicki:
AfCAI systems: Affective Computing with Context Awareness for Ambient Intelligence. Research proposal. AfCAI 2016 - 2015
- [c19]Szymon Bobek, Sebastian Dziadzio, Pawel Jaciów, Mateusz Slazynski, Grzegorz J. Nalepa:
Understanding Context with ContextViewer - Tool for Visualization and Initial Preprocessing of Mobile Sensors Data. CONTEXT 2015: 77-90 - [c18]Szymon Bobek, Olgierd Grodzki, Grzegorz J. Nalepa:
Indoor microlocation with BLE beacons and incremental rule learning. CYBCONF 2015: 91-96 - [c17]Lukas Köping, Marcin Grzegorzek, Frank Deinzer, Szymon Bobek, Mateusz Slazynski, Grzegorz J. Nalepa:
Improving indoor localization by user feedback. FUSION 2015: 1053-1060 - [c16]Szymon Bobek, Grzegorz J. Nalepa, Olgierd Grodzki:
Automated Discovery of Mobile Users Locations with Improved K-means Clustering. ICAISC 2015: 565-577 - [c15]Szymon Bobek, Mateusz Slazynski, Grzegorz J. Nalepa:
Capturing Dynamics of Mobile Context-Aware Systems with Rules and Statistical Analysis of Historical Data. ICAISC 2015: 578-590 - [c14]Patryk Kiepas, Szymon Bobek, Grzegorz J. Nalepa:
Concept of a Rule-based Configurator for Auto-WEKA Using OpenML. MetaSel@PKDD/ECML 2015: 106-107 - [c13]Szymon Bobek, Grzegorz J. Nalepa:
Compact Representation of Conditional Probability for Rule-Based Mobile Context-Aware Systems. RuleML 2015: 83-96 - 2014
- [j1]Grzegorz J. Nalepa, Szymon Bobek:
Rule-based solution for context-aware reasoning on mobile devices. Comput. Sci. Inf. Syst. 11(1): 171-193 (2014) - [c12]Szymon Bobek, Grzegorz J. Nalepa, Olgierd Grodzki:
Integration of Activity Modeller with Bayesian Network Based Recommender for Business Processes. KESE@ECAI 2014 - [c11]Mateusz Slazynski, Szymon Bobek, Grzegorz J. Nalepa:
Migration of Rule Inference Engine to Mobile Platform. Challenges and Case Study. KESE@ECAI 2014 - [c10]Szymon Bobek, Grzegorz J. Nalepa, Mateusz Slazynski:
Challenges for Migration of Rule-Based Reasoning Engine to a Mobile Platform. MCSS 2014: 43-57 - [c9]Szymon Bobek, Grzegorz J. Nalepa:
Incomplete and Uncertain Data Handling in Context-Aware Rule-Based Systems with Modified Certainty Factors Algebra. RuleML 2014: 157-167 - 2013
- [c8]Szymon Bobek, Mateusz Baran, Krzysztof Kluza, Grzegorz J. Nalepa:
Application of Bayesian Networks to Recommendations in Business Process Modeling. AIBP@AI*IA 2013: 41-50 - [c7]Szymon Bobek, Krzysztof Porzycki, Grzegorz J. Nalepa:
Learning sensors usage patterns in mobile context-aware systems. FedCSIS 2013: 993-998 - [c6]Krzysztof Kluza, Mateusz Baran, Szymon Bobek, Grzegorz J. Nalepa:
Overview of Recommendation Techniques in Business Process Modeling. KESE 2013 - [c5]Szymon Bobek, Grzegorz J. Nalepa, Weronika T. Adrian:
Mobile Context-Based Framework for Monitoring Threats in Urban Environment. MCSS 2013: 25-35 - 2012
- [c4]Grzegorz J. Nalepa, Weronika T. Adrian, Szymon Bobek, Piotr Maslanka:
Combining AceWiki with a CAPTCHA System for Collaborative Knowledge Acquisition. ICTAI 2012: 405-410 - 2011
- [c3]Weronika T. Adrian, Szymon Bobek, Grzegorz J. Nalepa, Krzysztof Kaczor, Krzysztof Kluza:
How to Reason by HeaRT in a Semantic Knowledge-Based Wiki. ICTAI 2011: 438-441 - [c2]Grzegorz J. Nalepa, Szymon Bobek, Antoni Ligeza, Krzysztof Kaczor:
Algorithms for Rule Inference in Modularized Rule Bases. RuleML Europe 2011: 305-312 - [c1]Grzegorz J. Nalepa, Szymon Bobek, Antoni Ligeza, Krzysztof Kaczor:
HalVA - Rule Analysis Framework for XTT2 Rules. RuleML Europe 2011: 337-344
Coauthor Index
[j14] [j13] [c63] [c62] [c61] [c60] [c59] [i5] [j12] [c58] [c57] [c56] [c55] [c54] [c53] [c52] [c51] [c50] [c49] [c48] [i4] [i3] [j11] [j10] [c47] [c46] [c45] [c44] [e2] [j9] [j8] [c43] [c42] [c41] [c40] [c39] [c38] [c37] [e1] [d4] [i2] [c36] [c35] [c34] [c33] [d3] [d2] [i1] [j7] [j6] [j5] [c32] [c30] [d1] [c29] [c28] [c25] [j4] [j3] [c23] [c22] [j2] [c21] [c20] [c19] [c18] [c17] [c16] [c15] [c14] [c13] [j1] [c12] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [c4] [c3] [c2] [c1]
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