Local Universal Rule-based eXplainer (LUX). - Bobek, Szymon; Nalepa, Grzegorz J. (SoftwareX, 2025)

Hybrid and co-learning approach for anomalies prediction and explanation of wind turbine systems. - Rajaoarisoa, Lala H.; Kuk, Michal; Bobek, Szymon; Mouchaweh, Moamar Sayed (Eng. Appl. Artif. Intell., 2024)

Semantic data mining-based decision support for quality assessment in steel industry. - Szelazek, Maciej; Bobek, Szymon; Nalepa, Grzegorz J. (Expert Syst. J. Knowl. Eng., 2024)

Explainable proactive control of industrial processes. - Kuk, Edyta; Bobek, Szymon; Nalepa, Grzegorz J. (J. Comput. Sci., 2024)

Towards Differentiating Between Failures and Domain Shifts in Industrial Data Streams. - Wojak-Strzelecka, Natalia; Bobek, Szymon; Nalepa, Grzegorz J.; Stefanowski, Jerzy (2024)

Visual Explanations and Perturbation-Based Fidelity Metrics for Feature-Based Models. - Mozolewski, Maciej; Bobek, Szymon; Nalepa, Grzegorz J. (2024)

Understanding Survival Models Through Counterfactual Explanations. - Alabdallah, Abdallah; Jakubowski, Jakub; Pashami, Sepideh; Bobek, Szymon; Ohlsson, Mattias; Rögnvaldsson, Thorsteinn S.; Nalepa, Grzegorz J. (2024)

Assessment of Explainable Anomaly Detection for Monitoring of Cold Rolling Process. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (2024)

Towards Evaluation of Explainable Artificial Intelligence in Streaming Data. - Mozolewski, Maciej; Bobek, Szymon; Ribeiro, Rita P.; Nalepa, Grzegorz J.; Gama, João (2024)

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 (Springer, 2024)

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 (Springer, 2024)

TCM: Benchmark Datasets for Predictive Maintenance in Steel Manufacturing. - Jakubowski, Jakub; Bobek, Szymon; Nalepa, Grzegorz J. (Zenodo, 2024)

Artificial Intelligence Approaches for Predictive Maintenance in the Steel Industry: A Survey. - Jakubowski, Jakub; Wojak-Strzelecka, Natalia; Ribeiro, Rita P.; Pashami, Sepideh; Bobek, Szymon; Gama, João; Nalepa, Grzegorz J. (CoRR, 2024)

User-centric evaluation of explainability of AI with and for humans: a comprehensive empirical study. - Bobek, Szymon; Korycinska, Paloma; Krakowska, Monika; Mozolewski, Maciej; Rak, Dorota; Zych, Magdalena; Wójcik, Magdalena; Nalepa, Grzegorz J. (CoRR, 2024)

XAI-FUNGI: Dataset resulting from the user study on comprehensibility of explainable AI algorithms. - Bobek, Szymon; Korycinska, Paloma; Krakowska, Monika; Mozolewski, Maciej; Rak, Dorota; Zych, Magdalena; Wójcik, Magdalena; Nalepa, Grzegorz J. (CoRR, 2024)

KnAC: an approach for enhancing cluster analysis with background knowledge and explanations. - Bobek, Szymon; Kuk, Michal; Brzegowski, Jakub; Brzychczy, Edyta; Nalepa, Grzegorz J. (Appl. Intell., 2023)

Poster: Human-in-the-Loop Anomaly Detection in Industrial Data Streams. - Jakubowski, Jakub; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

Poster: Application of knowledge transfer to ML-based Quality Decision Support practice in the steel manufacturing process. - Szelazek, Maciej; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

Enhanced Explanations for Knowledge-Augmented Clustering using Subgroup Discovery. - Szelazek, Maciej; Hudson, Dan; Bobek, Szymon; Nalepa, Grzegorz J.; Atzmueller, Martin (2023)

Improving Understandability of Explanations with a Usage of Expert Knowledge. - Szelazek, Maciej; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

Visual Patterns in an Interactive App for Analysis Based on Control Charts and SHAP Values. - Grabska-Gradzinska, Iwona; Szelazek, Maciej; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

Explainable Anomaly Detection in Industrial Streams. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

Towards Explainable Deep Domain Adaptation. - Bobek, Szymon; Nowaczyk, Slawomir; Pashami, Sepideh; Taghiyarrenani, Zahra; Nalepa, Grzegorz J. (2023)

Feature Importances as a Tool for Root Cause Analysis in Time-Series Events. - Kuk, Michal; Bobek, Szymon; Veloso, Bruno; Rajaoarisoa, Lala H.; Nalepa, Grzegorz J. (2023)

Towards Online Anomaly Detection in Steel Manufacturing Process. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

ML-Based Proactive Control of Industrial Processes. - Kuk, Edyta; Bobek, Szymon; Nalepa, Grzegorz J. (2023)

Why Industry 5.0 Needs XAI 2.0? - Bobek, Szymon; Nowaczyk, Slawomir; Gama, João; Pashami, Sepideh; Ribeiro, Rita P.; Taghiyarrenani, Zahra; Veloso, Bruno; Rajaoarisoa, Lala H.; Szelazek, Maciej; Nalepa, Grzegorz J. (2023)

Explainable Predictive Maintenance. - Pashami, Sepideh; Nowaczyk, Slawomir; Fan, Yuantao; Jakubowski, Jakub; Paiva, Nuno; Davari, Narjes; Bobek, Szymon; Jamshidi, Samaneh; Sarmadi, Hamid; Alabdallah, Abdallah; Ribeiro, Rita P.; Veloso, Bruno; et al. (CoRR, 2023)

Local Universal Rule-based Explanations. - Bobek, Szymon; Nalepa, Grzegorz J. (CoRR, 2023)

Enhancing Cluster Analysis With Explainable AI and Multidimensional Cluster Prototypes. - Bobek, Szymon; Kuk, Michal; Szelazek, Maciej; Nalepa, Grzegorz J. (IEEE Access, 2022)

Anomaly Detection in Asset Degradation Process Using Variational Autoencoder and Explanations. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (Sensors, 2022)

Roll Wear Prediction in Strip Cold Rolling with Physics-Informed Autoencoder and Counterfactual Explanations. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (2022)

Performance of Explainable AI Methods in Asset Failure Prediction. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (2022)

Comparing Explanations from Glass-Box and Black-Box Machine-Learning Models. - Kuk, Michal; Bobek, Szymon; Nalepa, Grzegorz J. (2022)

Explain Your Clusters with Words. The Role of Metadata in Interactive Clustering. - Mozolewski, Maciej; Jamshidi, Samaneh; Bobek, Szymon; Nalepa, Grzegorz J. (2022)

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-WS.org, 2022)

Personality-Based Affective Adaptation Methods for Intelligent Systems. - Kutt, Krzysztof; Drazyk, Dominika; Bobek, Szymon; Nalepa, Grzegorz J. (Sensors, 2021)

Semantic Data Mining in Ubiquitous Sensing: A Survey. - Nalepa, Grzegorz J.; Bobek, Szymon; Kutt, Krzysztof; Atzmueller, Martin (Sensors, 2021)

Explainable anomaly detection for Hot-rolling industrial process. - Jakubowski, Jakub; Stanisz, Przemyslaw; Bobek, Szymon; Nalepa, Grzegorz J. (2021)

Explainable clustering with multidimensional bounding boxes. - Kuk, Michal; Bobek, Szymon; Nalepa, Grzegorz J. (2021)

Towards Model-Agnostic Ensemble Explanations. - Bobek, Szymon; Balaga, Pawel; Nalepa, Grzegorz J. (2021)

Explanation-Driven Model Stacking. - Bobek, Szymon; Mozolewski, Maciej; Nalepa, Grzegorz J. (2021)

Introducing Uncertainty into Explainable AI Methods. - Bobek, Szymon; Nalepa, Grzegorz J. (2021)

Augmenting Automatic Clustering with Expert Knowledge and Explanations. - Bobek, Szymon; Nalepa, Grzegorz J. (2021)

People in the Context - an Analysis of Game-based Experimental Protocol. - Kutt, Krzysztof; Zuchowska, Laura; Bobek, Szymon; Nalepa, Grzegorz J. (2021)

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-WS.org, 2021)

BIRAFFE2: The 2nd Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems. (Version 1.1.0) - Kutt, Krzysztof; Drazyk, Dominika; Bobek, Szymon; Nalepa, Grzegorz J. (Zenodo, 2021)

KnAC: an approach for enhancing cluster analysis with background knowledge and explanations. - Bobek, Szymon; Kuk, Michal; Brzegowski, Jakub; Brzychczy, Edyta; Nalepa, Grzegorz J. (CoRR, 2021)

Cluster Discovery from Sensor Data Incorporating Expert Knowledge. - Bobek, Szymon; Trzcionkowska, Agnieszka; Brzychczy, Edyta; Nalepa, Grzegorz J. (2020)

Affective Games Provide Controlable Context. Proposal of an Experimental Framework. - Zuchowska, Laura; Kutt, Krzysztof; Geleta, Krzysztof; Bobek, Szymon; Nalepa, Grzegorz J. (2020)

Explaining Machine Learning Models of Emotion Using the BIRAFFE Dataset. - Bobek, Szymon; Tragarz, Magdalena M.; Szelazek, Maciej; Nalepa, Grzegorz J. (2020)

Towards the Modeling of the Hot Rolling Industrial Process. Preliminary Results. - Szelazek, Maciej; Bobek, Szymon; González-Pardo, Antonio; Nalepa, Grzegorz J. (2020)

BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization. (Version 1.0.1) - Kutt, Krzysztof; Bobek, Szymon; Nalepa, Grzegorz J. (Zenodo, 2020)

BIRAFFE2: The 2nd Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems. (Version 1.0.0) - Kutt, Krzysztof; Drazyk, Dominika; Bobek, Szymon; Nalepa, Grzegorz J. (Zenodo, 2020)

The BIRAFFE2 Experiment. Study in Bio-Reactions and Faces for Emotion-based Personalization for AI Systems. - Kutt, Krzysztof; Drazyk, Dominika; Szelazek, Maciej; Bobek, Szymon; Nalepa, Grzegorz J. (CoRR, 2020)

HEARTDROID - Rule engine for mobile and context-aware expert systems. - Bobek, Szymon; Nalepa, Grzegorz J.; Slazynski, Mateusz (Expert Syst. J. Knowl. Eng., 2019)

Mobile platform for affective context-aware systems. - Nalepa, Grzegorz J.; Kutt, Krzysztof; Bobek, Szymon (Future Gener. Comput. Syst., 2019)

Analysis and Use of the Emotional Context with Wearable Devices for Games and Intelligent Assistants. - Nalepa, Grzegorz J.; Kutt, Krzysztof; Gizycka, Barbara; Jemiolo, Pawel; Bobek, Szymon (Sensors, 2019)

BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization. - Kutt, Krzysztof; Drazyk, Dominika; Jemiolo, Pawel; Bobek, Szymon; Gizycka, Barbara; Rodríguez-Fernández, Víctor; Nalepa, Grzegorz J. (2019)

Affective Context-Aware Systems: Architecture of a Dynamic Framework. - Lepicki, Mateusz Z.; Bobek, Szymon (2019)

Building Trust to AI Systems Through Explainability. Technical and legal perspectives. - Nalepa, Grzegorz J.; Araszkiewicz, Michal; Nowaczyk, Slawomir; Bobek, Szymon (2019)

BIRAFFE: Bio-Reactions and Faces for Emotion-based Personalization. (Version 1.0.0) - Kutt, Krzysztof; Bobek, Szymon; Nalepa, Grzegorz J. (Zenodo, 2019)

Development of Mobile Platform for Affect Interpretation. Current Progress. - Nalepa, Grzegorz J.; Kutt, Krzysztof; Bobek, Szymon; Gizycka, Barbara (2018)

Towards the Development of Sensor Platform for Processing Physiological Data from Wearable Sensors. - Kutt, Krzysztof; Binek, Wojciech; Misiak, Piotr; Nalepa, Grzegorz J.; Bobek, Szymon (2018)

Uncertain Decision Tree Classifier for Mobile Context-Aware Computing. - Bobek, Szymon; Misiak, Piotr (2018)

Causal Rules Detection in Streams of Unlabeled, Mixed Type Values with Finit Domains. - Bobek, Szymon; Jurek, Kamil (2018)

On the Opportunities for Using Mobile Devices for Activity Monitoring and Understanding in Mining Applications. - Nalepa, Grzegorz J.; Brzychczy, Edyta; Bobek, Szymon (2018)

Uncertain context data management in dynamic mobile environments. - Bobek, Szymon; Nalepa, Grzegorz J. (Future Gener. Comput. Syst., 2017)

Uncertainty handling in rule-based mobile context-aware systems. - Bobek, Szymon; Nalepa, Grzegorz J. (Pervasive Mob. Comput., 2017)

Framework for Benchmarking Rule-Based Inference Engines. - Bobek, Szymon; Misiak, Piotr (2017)

Web-Based Editor for Structured Rule Bases. - Bobek, Szymon; Nalepa, Grzegorz J.; Babiarz, Przemyslaw (2017)

Semantic Annotations for Mediation of Complex Rule Systems. - Slazynski, Mateusz; Nalepa, Grzegorz J.; Bobek, Szymon; Kutt, Krzysztof (2017)

Mobile context-based framework for threat monitoring in urban environment with social threat monitor. - Bobek, Szymon; Nalepa, Grzegorz J.; Ligeza, Antoni; Adrian, Weronika T.; Kaczor, Krzysztof (Multim. Tools Appl., 2016)

Affective Computing Experiments in Virtual Reality with Wearable Sensors. Methodological considerations and preliminary results. - Nalepa, Grzegorz J.; Argasinski, Jan K.; Kutt, Krzysztof; Wegrzyn, Pawel; Bobek, Szymon; Lepicki, Mateusz Z. (2016)

AfCAI systems: Affective Computing with Context Awareness for Ambient Intelligence. Research proposal. - Nalepa, Grzegorz J.; Kutt, Krzysztof; Bobek, Szymon; Lepicki, Mateusz Z. (2016)

Understanding Context with ContextViewer - Tool for Visualization and Initial Preprocessing of Mobile Sensors Data. - Bobek, Szymon; Dziadzio, Sebastian; Jaciów, Pawel; Slazynski, Mateusz; Nalepa, Grzegorz J. (2015)

Indoor microlocation with BLE beacons and incremental rule learning. - Bobek, Szymon; Grodzki, Olgierd; Nalepa, Grzegorz J. (2015)

Improving indoor localization by user feedback. - Köping, Lukas; Grzegorzek, Marcin; Deinzer, Frank; Bobek, Szymon; Slazynski, Mateusz; Nalepa, Grzegorz J. (2015)

Automated Discovery of Mobile Users Locations with Improved K-means Clustering. - Bobek, Szymon; Nalepa, Grzegorz J.; Grodzki, Olgierd (2015)

Capturing Dynamics of Mobile Context-Aware Systems with Rules and Statistical Analysis of Historical Data. - Bobek, Szymon; Slazynski, Mateusz; Nalepa, Grzegorz J. (2015)

Concept of a Rule-based Configurator for Auto-WEKA Using OpenML. - Kiepas, Patryk; Bobek, Szymon; Nalepa, Grzegorz J. (2015)

Compact Representation of Conditional Probability for Rule-Based Mobile Context-Aware Systems. - Bobek, Szymon; Nalepa, Grzegorz J. (2015)

Rule-based solution for context-aware reasoning on mobile devices. - Nalepa, Grzegorz J.; Bobek, Szymon (Comput. Sci. Inf. Syst., 2014)

Integration of Activity Modeller with Bayesian Network Based Recommender for Business Processes. - Bobek, Szymon; Nalepa, Grzegorz J.; Grodzki, Olgierd (2014)

Migration of Rule Inference Engine to Mobile Platform. Challenges and Case Study. - Slazynski, Mateusz; Bobek, Szymon; Nalepa, Grzegorz J. (2014)

Challenges for Migration of Rule-Based Reasoning Engine to a Mobile Platform. - Bobek, Szymon; Nalepa, Grzegorz J.; Slazynski, Mateusz (2014)

Incomplete and Uncertain Data Handling in Context-Aware Rule-Based Systems with Modified Certainty Factors Algebra. - Bobek, Szymon; Nalepa, Grzegorz J. (2014)

Application of Bayesian Networks to Recommendations in Business Process Modeling. - Bobek, Szymon; Baran, Mateusz; Kluza, Krzysztof; Nalepa, Grzegorz J. (2013)

Learning sensors usage patterns in mobile context-aware systems. - Bobek, Szymon; Porzycki, Krzysztof; Nalepa, Grzegorz J. (2013)

Overview of Recommendation Techniques in Business Process Modeling. - Kluza, Krzysztof; Baran, Mateusz; Bobek, Szymon; Nalepa, Grzegorz J. (2013)

Mobile Context-Based Framework for Monitoring Threats in Urban Environment. - Bobek, Szymon; Nalepa, Grzegorz J.; Adrian, Weronika T. (2013)

Combining AceWiki with a CAPTCHA System for Collaborative Knowledge Acquisition. - Nalepa, Grzegorz J.; Adrian, Weronika T.; Bobek, Szymon; Maslanka, Piotr (2012)

How to Reason by HeaRT in a Semantic Knowledge-Based Wiki. - Adrian, Weronika T.; Bobek, Szymon; Nalepa, Grzegorz J.; Kaczor, Krzysztof; Kluza, Krzysztof (2011)

Algorithms for Rule Inference in Modularized Rule Bases. - Nalepa, Grzegorz J.; Bobek, Szymon; Ligeza, Antoni; Kaczor, Krzysztof (2011)

HalVA - Rule Analysis Framework for XTT2 Rules. - Nalepa, Grzegorz J.; Bobek, Szymon; Ligeza, Antoni; Kaczor, Krzysztof (2011)