Szymon Bobek, PhD

Assistant professor at WFAiIS
e-mail: szymon.bobek [at] uj.edu.pl
Where you can find me: room C-2-36
Member of: GEIST PSSI
Hobby: Climbing, Motorcycles

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Most recent publication list

For full publication list see Full publication list

Jakubowski J., Stanisz P., Bobek S., Nalepa G.J., Anomaly detection in asset degradation process using variational autoencoder and explanations, Sensors, 22, 291, (2022-01-01). https://doi.org/10.3390/s22010291 (cited 1 times).

Bobek S., Tadeja S.K., Struski L., Stachura P., Kipouros T., Tabor J., Nalepa G.J., Kristensson P.O., Virtual reality-based parallel coordinates plots enhanced with explainable ai and data-science analytics for decision-making processes, Applied Sciences (Switzerland), 12, 331, (2022-01-01). https://doi.org/10.3390/app12010331 (cited 0 times).

Nalepa G.J., Bobek S., Kutt K., Atzmueller M., Semantic data mining in ubiquitous sensing: A survey, Sensors, 21, 4322, (2021-07-01). https://doi.org/10.3390/s21134322 (cited 2 times).

Kuk M., Bobek S., Nalepa G.J., Explainable clustering with multidimensional bounding boxes, 2021 IEEE 8th International Conference on Data Science and Advanced Analytics, DSAA 2021, , (2021-01-01). https://doi.org/10.1109/DSAA53316.2021.9564220 (cited 0 times).

Jakubowski J., Stanisz P., Bobek S., Nalepa G.J., Explainable anomaly detection for Hot-rolling industrial process*, 2021 IEEE 8th International Conference on Data Science and Advanced Analytics, DSAA 2021, , (2021-01-01). https://doi.org/10.1109/DSAA53316.2021.9564228 (cited 3 times).

Atzmueller M., Nalepa G.J., Bobek S., Lavrac N., Semantic Data Mining: A Brief Outline, CEUR Workshop Proceedings, 3032, (2021-01-01). http://ceur-ws.org/Vol-3032 (cited 0 times).

Kutt K., Zuchowska L., Bobek S., Nalepa G.J., People in the context - An analysis of game-based experimental protocol, CEUR Workshop Proceedings, 2995, 46-50, (2021-01-01). http://ceur-ws.org/Vol-2995 (cited 0 times).

Bobek S., Nalepa G.J., Augmenting Automatic Clustering with Expert Knowledge and Explanations, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12745 LNCS, 631-638, (2021-01-01). https://doi.org/10.1007/978-3-030-77970-2_48 (cited 0 times).

Bobek S., Balaga P., Nalepa G.J., Towards Model-Agnostic Ensemble Explanations, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12745 LNCS, 39-51, (2021-01-01). https://doi.org/10.1007/978-3-030-77970-2_4 (cited 0 times).

Bobek S., Mozolewski M., Nalepa G.J., Explanation-Driven Model Stacking, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12747 LNCS, 361-371, (2021-01-01). https://doi.org/10.1007/978-3-030-77980-1_28 (cited 0 times).

Bobek S., Nalepa G.J., Introducing Uncertainty into Explainable AI Methods, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12747 LNCS, 444-457, (2021-01-01). https://doi.org/10.1007/978-3-030-77980-1_34 (cited 0 times).

Nalepa G.J., Araszkiewicz M., Atzmueller M., Verheij B., Bobek S., Preface, CEUR Workshop Proceedings, 2891, (2021-01-01). http://ceur-ws.org/Vol-2891 (cited 0 times).

Kutt K., Drazyk D., Bobek S., Nalepa G.J., Personality-based affective adaptation methods for intelligent systems, Sensors (Switzerland), 21, 1-32, (2021-01-01). https://doi.org/10.3390/s21010163 (cited 4 times).

Bobek S., Trzcinkowska A., Brzychczy E., Nalepa G.J., Cluster discovery from sensor data incorporating expert knowledge, CEUR Workshop Proceedings, 3020, 10-21, (2020-01-01). http://ceur-ws.org/Vol-3020 (cited 0 times).

Zuchowska L., Kutt K., Geleta K., Bobek S., Nalepa G.J., Affective games provide controlable context. proposal of an experimental framework, CEUR Workshop Proceedings, 2787, 45-50, (2020-01-01). http://ceur-ws.org/Vol-2787 (cited 2 times).

Szelazek M., Bobek S., Gonzalez-Pardo A., Nalepa G.J., Towards the Modeling of the Hot Rolling Industrial Process. Preliminary Results, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12489 LNCS, 385-396, (2020-01-01). https://doi.org/10.1007/978-3-030-62362-3_34 (cited 2 times).

Bobek S., Tragarz M.M., Szelazek M., Nalepa G.J., Explaining Machine Learning Models of Emotion Using the BIRAFFE Dataset, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12416 LNAI, 290-300, (2020-01-01). https://doi.org/10.1007/978-3-030-61534-5_26 (cited 0 times).

Nalepa G.J., Kutt K., Zycka B.G., Jemiolo P., Bobek S., Analysis and use of the emotional context with wearable devices for games and intelligent assistants, Sensors (Switzerland), 19, 2509, (2019-06-01). https://doi.org/10.3390/s19112509 (cited 18 times).

Nalepa G.J., Kutt K., Bobek S., Mobile platform for affective context-aware systems, Future Generation Computer Systems, 92, 490-503, (2019-03-01). https://doi.org/10.1016/j.future.2018.02.033 (cited 29 times).

Bobek S., Nalepa G.J., Slazynski M., HEARTDROID—Rule engine for mobile and context-aware expert systems, Expert Systems, 36, e12328, (2019-02-01). https://doi.org/10.1111/exsy.12328 (cited 9 times).

Nalepa G.J., Araszkiewicz M., Nowaczyk S., Bobek S., Building trust to AI systems through explainability. Technical and legal perspectives, CEUR Workshop Proceedings, 2681, (2019-01-01). http://ceur-ws.org/Vol-2681 (cited 0 times).

Kutt K., Drazyk D., Jemiolo P., Bobek S., Gizycka B., Rodriguez-Fernandez V., Nalepa G.J., Biraffe: Bio-reactions and faces for emotion-based personalization, CEUR Workshop Proceedings, 2609, (2019-01-01). http://ceur-ws.org/Vol-2609 (cited 2 times).

Lepicki M.Z., Bobek S., Affective context-aware systems: Architecture of a dynamic framework, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 11509 LNAI, 575-584, (2019-01-01). https://doi.org/10.1007/978-3-030-20915-5_51 (cited 0 times).

Bobek S., Jurek K., Causal rules detection in streams of unlabeled, mixed type values with finit domains, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 11315 LNCS, 64-74, (2018-01-01). https://doi.org/10.1007/978-3-030-03496-2_8 (cited 0 times).

Nalepa G.J., Brzychczy E., Bobek S., On the opportunities for using mobile devices for activity monitoring and understanding in mining applications, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 11315 LNCS, 75-83, (2018-01-01). https://doi.org/10.1007/978-3-030-03496-2_9 (cited 1 times).