Szymon Bobek

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start [2022/06/06 08:33]
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sbobek [Szymon Bobek, PhD]
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 Follow me on [[https://www.researchgate.net/profile/Szymon_Bobek|Researchage]] \\ Follow me on [[https://www.researchgate.net/profile/Szymon_Bobek|Researchage]] \\
-Follow me on [[https://www.linkedin.com/in/sbobek/|Linked in]] +Follow me on [[https://www.linkedin.com/in/sbobek/|Linked in]] \\ 
 +Checkout my code on [[https://github.com/sbobek/|Github]]
  
 ===== Most recent publication list ===== ===== Most recent publication list =====
 For full publication list see [[https://orcid.org/0000-0002-6350-8405|Full publication list]] For full publication list see [[https://orcid.org/0000-0002-6350-8405|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).+   * Kutt K., Drazyk D., Zuchowska L., Szelazek M., Bobek S., Nalepa G.J., BIRAFFE2, a multimodal dataset for emotion-based personalization in rich affective game environments, Scientific Data, 9, 274, (2022-12-01). https://doi.org/10.1038/s41597-022-01402-6.
  
-  * 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).+  * Bobek S., Kuk M., Brzegowski J., Brzychczy E., Nalepa G.J., KnAC: an approach for enhancing cluster analysis with background knowledge and explanations, Applied Intelligence, , (2022-01-01). https://doi.org/10.1007/s10489-022-04310-9. (Source code: https://github.com/sbobek/knac)
  
-  * 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).+  * Bobek S., Kuk M., Szelazek M., Nalepa G.J., Enhancing Cluster Analysis With Explainable AI and Multidimensional Cluster Prototypes, IEEE Access, 10, 101556-101574, (2022-01-01). https://doi.org/10.1109/ACCESS.2022.3208957. (Source code: https://github.com/sbobek/clamp)
  
-  * 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).+  * Kuk M., Bobek S., Nalepa G.J., Comparing Explanations from Glass-Box and Black-Box Machine-Learning Models, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 13352 LNCS, 668-675, (2022-01-01). https://doi.org/10.1007/978-3-031-08757-8_55.
  
-  * 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).+  * Jakubowski J., Stanisz P., Bobek S., Nalepa G.J., Performance of Explainable AI Methods in Asset Failure Prediction, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 13353 LNCS, 472-485, (2022-01-01). https://doi.org/10.1007/978-3-031-08760-8_40.
  
-  * 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).+  * 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.
  
-  * 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., 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.
  
-  * 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).+  * 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.
  
-  * 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).+  * 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.
  
-  * 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).+  * 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.
  
-  * 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).+  * 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.
  
-  * 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., 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.
  
-  * 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., 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.
  
-  * 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).+  * 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.
  
-  * 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).+  * 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.
  
-  * 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., 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.
  
-  * 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., Araszkiewicz M., Atzmueller M., Verheij B., Bobek S., Preface, CEUR Workshop Proceedings, 2891, (2021-01-01). http://ceur-ws.org/Vol-2891.
  
-  * 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).+  * 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.
  
-  * 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., 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.
  
-  * 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).+  * 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.
  
-  * 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). 
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-  * 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). 
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-  * 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). 
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-  * 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). 
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-  * 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). 
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