Szymon Bobek

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 61

Top Topics

Mobile Platform

Anomaly Detection

Inference Engine

Top Venues

Publications

Maciej Mozolewski, Szymon Bobek, Grzegorz J. Nalepa
Visual Explanations and Perturbation-Based Fidelity Metrics for Feature-Based Models. ICCS (4) (2024)
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 (2024)
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)
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)
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 (2024)
Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa
Assessment of Explainable Anomaly Detection for Monitoring of Cold Rolling Process. ICCS (5) (2024)
Edyta Kuk, Szymon Bobek, Grzegorz J. Nalepa
Explainable proactive control of industrial processes. J. Comput. Sci. 81 (2024)
Szymon Bobek, Grzegorz J. Nalepa
Local Universal Rule-based Explanations. CoRR (2023)
Maciej Szelazek, Szymon Bobek, Grzegorz J. Nalepa
Improving Understandability of Explanations with a Usage of Expert Knowledge. ECAI Workshops (2) (2023)
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)
Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa
Explainable Anomaly Detection in Industrial Streams. ECAI Workshops (1) (2023)
Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa
Towards Online Anomaly Detection in Steel Manufacturing Process. ICCS (4) (2023)
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 (2023)
Edyta Kuk, Szymon Bobek, Grzegorz J. Nalepa
ML-Based Proactive Control of Industrial Processes. ICCS (2) (2023)
Maciej Szelazek, Dan Hudson, Szymon Bobek, Grzegorz J. Nalepa, Martin Atzmueller
Enhanced Explanations for Knowledge-Augmented Clustering using Subgroup Discovery. DSAA (2023)
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)
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) (2023)
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)
Jakub Jakubowski, Szymon Bobek, Grzegorz J. Nalepa
Poster: Human-in-the-Loop Anomaly Detection in Industrial Data Streams. CHItaly (2023)
Szymon Bobek, Slawomir Nowaczyk, Sepideh Pashami, Zahra Taghiyarrenani, Grzegorz J. Nalepa
Towards Explainable Deep Domain Adaptation. ECAI Workshops (1) (2023)
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)
Szymon Bobek, Michal Kuk, Maciej Szelazek, Grzegorz J. Nalepa
Enhancing Cluster Analysis With Explainable AI and Multidimensional Cluster Prototypes. IEEE Access 10 (2022)
Maciej Mozolewski, Samaneh Jamshidi, Szymon Bobek, Grzegorz J. Nalepa
Explain Your Clusters with Words. The Role of Metadata in Interactive Clustering. SEM4NBU@IJCAI (2022)
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)
Michal Kuk, Szymon Bobek, Grzegorz J. Nalepa
Comparing Explanations from Glass-Box and Black-Box Machine-Learning Models. ICCS (3) (2022)
Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa
Anomaly Detection in Asset Degradation Process Using Variational Autoencoder and Explanations. Sensors 22 (1) (2022)
Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa
Performance of Explainable AI Methods in Asset Failure Prediction. ICCS (4) (2022)
Krzysztof Kutt, Dominika Drazyk, Szymon Bobek, Grzegorz J. Nalepa
Personality-Based Affective Adaptation Methods for Intelligent Systems. Sensors 21 (1) (2021)
Krzysztof Kutt, Laura Zuchowska, Szymon Bobek, Grzegorz J. Nalepa
People in the Context - an Analysis of Game-based Experimental Protocol. MRC@IJCAI (2021)
Szymon Bobek, Grzegorz J. Nalepa
Introducing Uncertainty into Explainable AI Methods. ICCS (6) (2021)
Grzegorz J. Nalepa, Szymon Bobek, Krzysztof Kutt, Martin Atzmueller
Semantic Data Mining in Ubiquitous Sensing: A Survey. Sensors 21 (13) (2021)
Szymon Bobek, Grzegorz J. Nalepa
Augmenting Automatic Clustering with Expert Knowledge and Explanations. ICCS (4) (2021)
Szymon Bobek, Michal Kuk, Jakub Brzegowski, Edyta Brzychczy, Grzegorz J. Nalepa
KnAC: an approach for enhancing cluster analysis with background knowledge and explanations. CoRR (2021)
Jakub Jakubowski, Przemyslaw Stanisz, Szymon Bobek, Grzegorz J. Nalepa
Explainable anomaly detection for Hot-rolling industrial process. DSAA (2021)
Szymon Bobek, Pawel Balaga, Grzegorz J. Nalepa
Towards Model-Agnostic Ensemble Explanations. ICCS (4) (2021)
Michal Kuk, Szymon Bobek, Grzegorz J. Nalepa
Explainable clustering with multidimensional bounding boxes. DSAA (2021)
Szymon Bobek, Maciej Mozolewski, Grzegorz J. Nalepa
Explanation-Driven Model Stacking. ICCS (6) (2021)
Szymon Bobek, Magdalena M. Tragarz, Maciej Szelazek, Grzegorz J. Nalepa
Explaining Machine Learning Models of Emotion Using the BIRAFFE Dataset. ICAISC (2) (2020)
Szymon Bobek, Agnieszka Trzcionkowska, Edyta Brzychczy, Grzegorz J. Nalepa
Cluster Discovery from Sensor Data Incorporating Expert Knowledge. KR4L@ECAI (2020)
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 (2020)
Laura Zuchowska, Krzysztof Kutt, Krzysztof Geleta, Szymon Bobek, Grzegorz J. Nalepa
Affective Games Provide Controlable Context. Proposal of an Experimental Framework. MRC@ECAI (2020)
Maciej Szelazek, Szymon Bobek, Antonio González-Pardo, Grzegorz J. Nalepa
Towards the Modeling of the Hot Rolling Industrial Process. Preliminary Results. IDEAL (1) (2020)
Grzegorz J. Nalepa, Krzysztof Kutt, Szymon Bobek
Mobile platform for affective context-aware systems. Future Gener. Comput. Syst. 92 (2019)
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)
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) (2019)
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)
Grzegorz J. Nalepa, Michal Araszkiewicz, Slawomir Nowaczyk, Szymon Bobek
Building Trust to AI Systems Through Explainability. Technical and legal perspectives. XAILA@JURIX (2019)
Mateusz Z. Lepicki, Szymon Bobek
Affective Context-Aware Systems: Architecture of a Dynamic Framework. ICAISC (2) (2019)
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)
Szymon Bobek, Kamil Jurek
Causal Rules Detection in Streams of Unlabeled, Mixed Type Values with Finit Domains. IDEAL (2) (2018)
Szymon Bobek, Piotr Misiak
Uncertain Decision Tree Classifier for Mobile Context-Aware Computing. ICAISC (2) (2018)
Grzegorz J. Nalepa, Krzysztof Kutt, Szymon Bobek, Barbara Gizycka
Development of Mobile Platform for Affect Interpretation. Current Progress. AfCAI (2018)
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)
Szymon Bobek, Grzegorz J. Nalepa
Uncertainty handling in rule-based mobile context-aware systems. Pervasive Mob. Comput. 39 (2017)
Szymon Bobek, Piotr Misiak
Framework for Benchmarking Rule-Based Inference Engines. ICAISC (2) (2017)
Szymon Bobek, Grzegorz J. Nalepa
Uncertain context data management in dynamic mobile environments. Future Gener. Comput. Syst. 66 (2017)
Szymon Bobek, Grzegorz J. Nalepa, Przemyslaw Babiarz
Web-Based Editor for Structured Rule Bases. ICAISC (2) (2017)
Mateusz Slazynski, Grzegorz J. Nalepa, Szymon Bobek, Krzysztof Kutt
Semantic Annotations for Mediation of Complex Rule Systems. ICAISC (2) (2017)
Grzegorz J. Nalepa, Krzysztof Kutt, Szymon Bobek, Mateusz Z. Lepicki
AfCAI systems: Affective Computing with Context Awareness for Ambient Intelligence. Research proposal. AfCAI (2016)
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)
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) (2016)
Szymon Bobek, Grzegorz J. Nalepa, Olgierd Grodzki
Automated Discovery of Mobile Users Locations with Improved K-means Clustering. ICAISC (2015)
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)
Szymon Bobek, Mateusz Slazynski, Grzegorz J. Nalepa
Capturing Dynamics of Mobile Context-Aware Systems with Rules and Statistical Analysis of Historical Data. ICAISC (2015)
Patryk Kiepas, Szymon Bobek, Grzegorz J. Nalepa
Concept of a Rule-based Configurator for Auto-WEKA Using OpenML. MetaSel@PKDD/ECML (2015)
Szymon Bobek, Olgierd Grodzki, Grzegorz J. Nalepa
Indoor microlocation with BLE beacons and incremental rule learning. CYBCONF (2015)
Lukas Köping, Marcin Grzegorzek, Frank Deinzer, Szymon Bobek, Mateusz Slazynski, Grzegorz J. Nalepa
Improving indoor localization by user feedback. FUSION (2015)
Szymon Bobek, Grzegorz J. Nalepa
Compact Representation of Conditional Probability for Rule-Based Mobile Context-Aware Systems. RuleML (2015)
Szymon Bobek, Grzegorz J. Nalepa, Mateusz Slazynski
Challenges for Migration of Rule-Based Reasoning Engine to a Mobile Platform. MCSS (2014)
Grzegorz J. Nalepa, Szymon Bobek
Rule-based solution for context-aware reasoning on mobile devices. Comput. Sci. Inf. Syst. 11 (1) (2014)
Mateusz Slazynski, Szymon Bobek, Grzegorz J. Nalepa
Migration of Rule Inference Engine to Mobile Platform. Challenges and Case Study. KESE@ECAI (2014)
Szymon Bobek, Grzegorz J. Nalepa
Incomplete and Uncertain Data Handling in Context-Aware Rule-Based Systems with Modified Certainty Factors Algebra. RuleML (2014)
Szymon Bobek, Grzegorz J. Nalepa, Olgierd Grodzki
Integration of Activity Modeller with Bayesian Network Based Recommender for Business Processes. KESE@ECAI (2014)
Szymon Bobek, Grzegorz J. Nalepa, Weronika T. Adrian
Mobile Context-Based Framework for Monitoring Threats in Urban Environment. MCSS (2013)
Szymon Bobek, Krzysztof Porzycki, Grzegorz J. Nalepa
Learning sensors usage patterns in mobile context-aware systems. FedCSIS (2013)
Szymon Bobek, Mateusz Baran, Krzysztof Kluza, Grzegorz J. Nalepa
Application of Bayesian Networks to Recommendations in Business Process Modeling. AIBP@AI*IA (2013)
Krzysztof Kluza, Mateusz Baran, Szymon Bobek, Grzegorz J. Nalepa
Overview of Recommendation Techniques in Business Process Modeling. KESE (2013)
Grzegorz J. Nalepa, Weronika T. Adrian, Szymon Bobek, Piotr Maslanka
Combining AceWiki with a CAPTCHA System for Collaborative Knowledge Acquisition. ICTAI (2012)
Grzegorz J. Nalepa, Szymon Bobek, Antoni Ligeza, Krzysztof Kaczor
HalVA - Rule Analysis Framework for XTT2 Rules. RuleML Europe (2011)
Grzegorz J. Nalepa, Szymon Bobek, Antoni Ligeza, Krzysztof Kaczor
Algorithms for Rule Inference in Modularized Rule Bases. RuleML Europe (2011)
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)