List of publications
Articles in journals
- Robert Susmaga, Izabela Szczęch: Utility-inspired generalizations of TOPSIS.
[In]: Neural Computing and Applications. Special Issue.: Multi-Objective Decision Making'23 (2025).
DOI: https://doi.org/10.1007/s00521-025-11238-x
paper - Maciej Piernik, Tadeusz Morzy, Robert Susmaga, Izabela Szczęch: On feature extraction using distances from reference points.
[In]: Foundations of Computing and Decision Sciences. Vol. 49, No. 3, pp. 287-302(2024).
DOI: https://sciendo.com/pl/article/10.2478/fcds-2024-0015
paper - Robert Susmaga, Izabela Szczęch, Dariusz Brzezinski: Towards Explainable TOPSIS: Visual Insights into the Effects of Weights and Aggregations on Rankings.
[In]: Applied Soft Computing. Vol. 153, 111279 (2024).
DOI: https://doi.org/10.1016/j.asoc.2024.111279
paper - Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski, Izabela Szczęch, Robert Susmaga, Sofya Aksenyuk, Uladzimir Ivashka, Oleksandr Yasinskyi: Properties of fairness measures in the context of varying class imbalance and protected group ratios.
[In]: ACM Transactions on Knowledge Discovery from Data.Vol. 18(7), Article No.: 170 pp. 1-18. (2024).
DOI: https://doi.org/10.1145/3654659
paper - Robert Susmaga, Izabela Szczęch, Piotr Zielniewicz, Dariusz Brzezinski: MSD-space: Visualizing the inner-workings of TOPSIS aggregations.
[In]: European Journal of Operational Research. Vol. 308(1), pp. 229-242 (2023).
DOI: https://doi.org/10.1016/j.ejor.2022.12.003
paper - Izabela Szczęch, Robert Susmaga, Dariusz Brzezinski, Jerzy Stefanowski: Rule Confirmation Measures: Properties, Visual Analysis and Applications.
[In]: : Greco, S., Mousseau, V., Stefanowski, J., Zopounidis, C. (eds.) Intelligent Decision Support Systems: Combining Operations Research and Artificial Intelligence - Essays in Honor of Roman Słowiński. Multiple Criteria Decision Making. Springer, Cham. , pp. 401-423 (2022).
DOI: https://doi.org/10.1007/978-3-030-96318-7_20
paper - Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczęch: On the Dynamics of Classification Measures for Imbalanced and Streaming Data.
[In]: IEEE Transactions on Neural Networks and Learning Systems. Vol. 31, No. 8, pp. 2868-2878 (2020).
DOI: https://doi.org/10.1109/TNNLS.2019.2899061
accepted manuscript - Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczęch: Visual-based analysis of classification measures and their properties for class imbalanced problems.
[In]: Information Sciences. Vol. 462, 242–261 (2018).
DOI: https://doi.org/10.1016/j.ins.2018.06.020
paper - Robert Susmaga, Izabela Szczęch: Can Confirmation Measures Reflect Statistically Sound Dependencies in Data? The Concordance-based Assessment.
[In]: Foundations of Computing and Decision Sciences, Vol. 43, No. 1, 41–66 (2018).
DOI: https://doi.org/10.1515/fcds-2018-0004
paper - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Measures of rule interestingness in various perspectives of confirmation.
[In]: Information Sciences, Vol. 346-347, 216-235 (2016).
DOI: 10.1016/j.ins.2016.01.056
paper appendix pre-print.pdf - Robert Susmaga, Izabela Szczęch: Selected group-theoretic aspects of confirmation measure symmetries.
[In]: Information Sciences, Vol. 346-347, 424-441 (2016).
DOI: 10.1016/j.ins.2016.01.041
paper - Robert Susmaga, Izabela Szczęch:
Visualization support for the analysis of properties of interestingness measures.
[In]: Bulletin of the Polish Academy of Sciences Technical Sciences, Vol. 63, issue 1, 315-327 (2015).
DOI: 10.1515/bpasts-2015-0036
paper
Drag to rotate, scroll to zoom
- Robert Susmaga, Izabela Szczęch:
Can Interestingness Measures Be Usefully Visualized?
[In]: International Journal of Applied Mathematics and Computer Science, Vol. 25, No. 2, 323-336 (2015).
DOI: 10.1515/amcs-2015-0025
paper - Salvatore Greco, Roman Słowiński, Izabela Szczęch:
Finding Meaningful Bayesian Confirmation Measures. [In]: Fundamenta Informaticae, Vol. 127, 161-176 (2013).
pre-print.pdf - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Properties of rule interestingness measures and alternative approaches to normalization of measures. [In]: Information Sciences, Vol. 216, 1-16 (2012).
pre-print.pdf, appendix.pdf - Izabela Szczęch: Multicriteria attractiveness evaluation of decision and association rules. [In]: Transactions on Rough Sets X, (LNCS series), vol. 5656/2009, pp. 197-274, Springer, Heidelberg (2009).
pre-print.pdf - it is a reviewed and published PhD thesis
The final publication is available at link.springer.com - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Analysis of monotonicity properties of some rule interestingness measures. [In]: Control and Cybernetics, Vol. 38, no.1 9-25 (2009).
pre-print.pdf - Izabela Brzezińska, Roman Słowiński, Salvatore Greco: Mining Pareto-optimal rules with respect to support and confirmation or support and anti-support. [In]: Engineering Applications of Artificial Intelligence, Vol. 20(5) 587-600 (2007).
pre-print.pdf
https://dabrze.shinyapps.io/Tetrahedron/
Papers in conference proceedings
- Dariusz Brzeziński, Julia Stachowiak, Jerzy Stefanowski, Izabela Szczęch, Robert Susmaga, Sofya Aksenyuk, Uladzimir Ivashka, Oleksandr Yasinskyi:
Properties of 4th Workshop on Bias and Fairness in AI BIAS 2024. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML/PKDD, Vilnus, Lithuania 9-13.09.2024 (Abstract).
[pdf], BIAS 2024 site, ECML-PKDD 2024 site - Robert Susmaga, Izabela Szczęch:
Elliptic Generalizations of TOPSIS.
In: Proceedings of Multi-Objective Decision Making Workshop. 26th European Conference on Artificial Intelligence ECAI, Kraków, Poland, 30.09-4.10.2023.
[pdf], MODeM 2023 site, ECAI 2023 site - Robert Susmaga, Izabela Szczęch:
Visualizing the Inner-Workings of TOPSIS.
In: Proceedings of Multi-Objective Decision Making Workshop. 26th European Conference on Artificial Intelligence ECAI, Kraków, Poland, 30.09-4.10.2023 (Abstract).
[pdf], MODeM 2023 site, ECAI 2023 site - Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczęch:
Tetrahedron: Barycentric Measure Visualizer.
In: ALTUN, Y., Das, K., Mielikäinen, T., Malerba, D., Stefanowski, J., Read, J., Žitnik, M., Ceci, M., Džeroski, S (eds.),
Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part III.
LNCS 10536, 419-422, Springer (2017).
pre-print [pdf], poster [pdf]
The final publication is available at link.springer.com - Krystyna Napierała, Jerzy Stefanowski, Izabela Szczęch:
Increasing the Interpretability of Rules Induced from Imbalanced Data by Using Bayesian Confirmation Measures.
In: Appice, A., Ceci, M., Loglisci, C., Masciari, E., Raś, Z.W. (eds.),
New Frontiers in Mining Complex Patterns – 5th International Workshop, NFMCP 2016, Held in Conjunction with ECML-PKDD 2016, Riva del Garda, Italy, September 19, 2016, Revised Selected Papers.
LNAI 10321, 84-98, Springer (2017).
pre-print [pdf]
The final publication is available at link.springer.com - Dariusz Brzezinski, Zbigniew Grudziński, Izabela Szczęch:
Bayesian Confirmation Measures in Rule-based Classification.
In: Appice, A., Ceci, M., Loglisci, C., Masciari, E., Raś, Z.W. (eds.),
New Frontiers in Mining Complex Patterns – 5th International Workshop, NFMCP 2016, Held in Conjunction with ECML-PKDD 2016, Riva del Garda, Italy, September 19, 2016, Revised Selected Papers.
LNAI 10321, 39-53, Springer (2017).
pre-print [pdf], presentation [pdf]
The final publication is available at link.springer.com - Robert Susmaga, Izabela Szczęch: Visual-Based Detection of Properties of Confirmation Measures.
In: Andreasen, T., Christiansen, H., Cubero Talavera J.C., Raś, Z.W. (eds.),
Foundations of Intelligent Systems. Proceedings of the 21st International Symposium on Methodologies for Intelligent Systems,
ISMIS 2014, Roskilde, Denmark, June 25-27, 2014.
LNCS, vol. 8502, pp. 133-143. Springer (2014).
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Robert Susmaga, Izabela Szczęch: Visualization of interestingness measures.
In: Proceedings of the 6th Language & Technology Conference:
Human Language Technologies as a Challenge for Computer Science and Linguistics,
Fundacja UAM, Poznań, pp. 95–99 (2013).
pre-print.pdf, presentation.zip - Robert Susmaga, Izabela Szczęch: The Property of chi^2_{01}-Concordance for Bayesian Confirmation Measures.
In: Torra, V., Narukawa, Y., Navarro-Arribas, G., Megias, D. (eds.),
Modeling Decisins for Artificial Intelligence. Proceedings of the 10th Intenational Conference MDAI 2013,
LNCS, vol. 8234, pp. 226-236. Springer (2013).
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Analysis of symmetry properties for Bayesian confirmation measures. In: Li, T., Nguyen, H.S., Wang, G., Grzymała-Busse, J., Janicki, R., Hassanien, A.E., Yu, H. (eds.), Rough Sets and Knowledge Technology (RSKT 2012),
LNAI, vol. 7414, pp. 207-214. Springer-Verlag Berlin Heidelberg (2012).
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Izabela Szczęch, Salvatore Greco, Roman Słowiński: New property for rule interestingness measures. In: Ganzha, M., Maciaszek, L., Paprzycki, M. (eds), Proceedings of the Federated Conference on Computer Science and Information Systems FedCSIS 2011, Szczecin, 18-21 September 2011, pp.103-108. (ISBN 978-83-60810-39-2).
pre-print.pdf - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Alternative normalization schemas for Bayesian confirmation measures. In: Hüllermeier, E., Kruse, R., Hoffmann, F. (eds.), Computational Intelligence for Knowledge-Based Systems Design (IPMU 2010),
LNAI, vol. 6178, pp. 230-239. Springer-Verlag, Heidelberg (2010).
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Roman Słowiński, Salvatore Greco, Izabela Szczęch: Analysis of monotonicity properties of new normalized rule interestingness measures. In: Brezillon, P., Coppin, G., Lenca, Ph. (eds), Human Centered Processes. Proc. of the 3rd International Conference HCP-2008, Delft, 8-12 June 2008, pp.231-242.
pre-print.pdf, presentation.pdf - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Assessing the quality of rules with a new monotonic interestingness measure Z. In: Proc. of the 9th International Conference on Artificial Intelligence and Soft Computing,
Lecture Notes in Computer Science, vol. 5097, pp.556-565. Springer, Heidelberg (2008).
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Salvatore Greco, Roman Słowiński, Izabela Szczęch: Analysis of monotonicity properties of some rule interestingness measures. [W]: Materiały II Krajowej Konferencji nt. Technologie Przetwarzania Danych. Poznań, 24-26.09.2007, Wydawnictwo Politechniki Poznańskiej, Poznań, 2007, str. 151-161.
pre-print.pdf, presentation.pdf - Roman Słowiński, Izabela Szczęch, Mirosław Urbanowicz, Salvatore Greco: Mining Association Rules with Respect to Support and Anti-support - Experimental Results. [In]: M.Kryszkiewicz, et.al. (eds.), Proc. of RSEISP2007, The Rough Sets and Emerging Systems Paradigms 2007 International Conference. Lecture Notes in Artificial Intelligence, Springer-Verlag, Warszawa, Poland, 2007 pp.534-542.
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Roman Słowiński, Izabela Brzezińska, Salvatore Greco: Application of Bayesian confirmaton measures for mining rules from support-confidence Pareto-optimal set. [In]: L.Rutkowski, R.Tadeusiewicz, L.A.Zadeh, J.Żurada (eds.), Proc. of the 8th International Conference on Artificial Intelligence and Soft Computing. Lecture Notes in Computer Science, Springer-Verlag, Zakopane, Poland, 2006, pp.1018-1026.
pre-print.pdf, presentation.pdf
The final publication is available at link.springer.com - Izabela Brzezińska, Roman Słowiński: Monotonicity of a Bayesian confirmation measure in rule support and confidence. [In]: T. Burczyński, W. Cholewa, W. Moczulski (eds.), Recent Developments in Artificial Intelligence Methods, AI-METH Series, Gliwice, Poland, 2005, pp.39-42.
pre-print.pdf, presentation.pdf
Books and theses
- Izabela Szczęch: Multicriteria attractiveness evaluation of decision and association rules.
PhD Thesis, Poznan University of Technology, Poznań 2007/08.
PhD_thesis.pdf, presentation.pdf, streszczenie po polsku [pdf] - Izabela Brzezińska: Knowledge Extraction from the Database of the
Polish Registry of Congenital Malformations.
M.Sc. Thesis, Poznan University of Technology, Poznań 2004.
MSc_thesis.pdf, presentation.ppt (PL)
Research reports
- Salvatore Greco, Roman Słowiński, Izabela Szczęch: Four perspectives of confirmation.
Research Report RA-01/14, Institute of Computing Science, Poznan University of Technology, Poznan, Poland, 2014.
paper.pdf - Roman Słowiński, Izabela Szczęch, Mirosław Urbanowicz, Salvatore Greco: Experiments with induction of association rules with respect to support and anti-support. Research Report RA-018/06, Institute of Computing Science, Poznan University of Technology, Poznan, Poland, 2006.
paper.pdf - Izabela Brzezińska, Salvatore Greco, Roman Słowiński: Investigation of monotone link between confirmation measures and rule support and confidence. Research Report RA-025/05, Institute of Computing Science, Poznan University of Technology, Poznan, Poland, 2005.
paper.pdf
Seminars
- Izabela Szczęch, Robert Susmaga: Visualization of attractiveness and performance measures in knowledge discovery and machine learning .
Seminars of Laboratory of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poland, 28.10.2014.
presentation.pdf - Izabela Szczęch, Robert Susmaga: Bayesian Confirmation Measures and Their Properties – A New Perspective.
Seminars of Laboratory of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poland, 09.04.2013.
presentation.pdf - Izabela Szczęch: Properties of attractiveness measures for data mining - a survey.
Seminars of Laboratory of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poland, 08.12.2009.
presentation.pdf - Izabela Szczęch: Multicriteria attractiveness evaluation of association and decision rules.
Seminars of Institute of Computing Science, Poznan University of Technology, Poland, 15.05.2007.
presentation.pdf - Izabela Szczęch: Mining non-dominated rules with respect to support and anti-support.
Seminars of Laboratory of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poland, 05.12.2006.
presentation.pdf - Izabela Brzezińska: Monotonicity of Bayesian confirmation measure in rule support and confidence.
Seminars of Laboratory of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poland, 07.11.2005.
presentation.pdf - Izabela Brzezińska: Attractiveness measures for decision rules induced from data - critical survey.
Seminars of Laboratory of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poland, 11.05.2005.
presentation.pdf