Izabela Szczech

Publication Activity (10 Years)

Years Active: 2007-2024
Publications (10 Years): 14

Top Topics

Random Subspaces

Class Imbalance

Imbalanced Data

Rule Interestingness

Top Venues

NFMCP@PKDD/ECML

IEEE Trans. Neural Networks Learn. Syst.

Publications

Robert Susmaga, Izabela Szczech, Dariusz Brzezinski
Towards explainable TOPSIS: Visual insights into the effects of weights and aggregations on rankings. Appl. Soft Comput. 153 (2024)
Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski, Izabela Szczech, Robert Susmaga, Sofya Aksenyuk, Uladzimir Ivashka, Oleksandr Yasinskyi
Properties of Fairness Measures in the Context of Varying Class Imbalance and Protected Group Ratios. ACM Trans. Knowl. Discov. Data 18 (7) (2024)
Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski, Izabela Szczech, Robert Susmaga, Sofya Aksenyuk, Uladzimir Ivashka, Oleksandr Yasinskyi
Properties of Fairness Measures in the Context of Varying Class Imbalance and Protected Group Ratios. IEEE Trans. Knowl. Data Eng. 18 (7) (2024)
Robert Susmaga, Izabela Szczech, Piotr Zielniewicz, Dariusz Brzezinski
MSD-space: Visualizing the inner-workings of TOPSIS aggregations. Eur. J. Oper. Res. 308 (1) (2023)
Robert Susmaga, Izabela Szczech, Dariusz Brzezinski
Towards Explainable TOPSIS: Visual Insights into the Effects of Weights and Aggregations on Rankings. CoRR (2023)
Antoni Klorek, Karol Roszak, Izabela Szczech, Dariusz Brzezinski
confidence-planner: Easy-to-Use Prediction Confidence Estimation and Sample Size Planning. CoRR (2023)
Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech
On the Dynamics of Classification Measures for Imbalanced and Streaming Data. IEEE Trans. Neural Networks Learn. Syst. 31 (8) (2020)
Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech
Visual-based analysis of classification measures and their properties for class imbalanced problems. Inf. Sci. 462 (2018)
Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech
Visual-Based Analysis of Classification Measures with Applications to Imbalanced Data. CoRR (2017)
Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech
Tetrahedron: Barycentric Measure Visualizer. ECML/PKDD (3) (2017)
Krystyna Napierala, Jerzy Stefanowski, Izabela Szczech
Increasing the Interpretability of Rules Induced from Imbalanced Data by Using Bayesian Confirmation Measures. NFMCP@PKDD/ECML (2016)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Measures of rule interestingness in various perspectives of confirmation. Inf. Sci. (2016)
Robert Susmaga, Izabela Szczech
Selected group-theoretic aspects of confirmation measure symmetries. Inf. Sci. (2016)
Dariusz Brzezinski, Zbigniew Grudzinski, Izabela Szczech
Bayesian Confirmation Measures in Rule-Based Classification. NFMCP@PKDD/ECML (2016)
Robert Susmaga, Izabela Szczech
Can Interestingness Measures be Usefully Visualized? Int. J. Appl. Math. Comput. Sci. 25 (2) (2015)
Robert Susmaga, Izabela Szczech
Visual-Based Detection of Properties of Confirmation Measures. ISMIS (2014)
Robert Susmaga, Izabela Szczech
The Property of $\chi^2_{01}$ -Concordance for Bayesian Confirmation Measures. MDAI (2013)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Finding Meaningful Bayesian Confirmation Measures. Fundam. Informaticae 127 (1-4) (2013)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Properties of rule interestingness measures and alternative approaches to normalization of measures. Inf. Sci. 216 (2012)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Analysis of Symmetry Properties for Bayesian Confirmation Measures. RSKT (2012)
Izabela Szczech, Salvatore Greco, Roman Slowinski
New property for rule interestingness measures. FedCSIS (2011)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Alternative Normalization Schemas for Bayesian Confirmation Measures. IPMU (2010)
Izabela Szczech
Multicriteria Attractiveness Evaluation of Decision and Association Rules. Trans. Rough Sets 10 (2009)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Analysis of monotonicity properties of some rule interestingness measures. Control. Cybern. 38 (1) (2009)
Salvatore Greco, Roman Slowinski, Izabela Szczech
Assessing the Quality of Rules with a New Monotonic Interestingness Measure Z. ICAISC (2008)
Roman Slowinski, Izabela Szczech, Miroslaw Urbanowicz, Salvatore Greco
Mining Association Rules with Respect to Support and Anti-support-Experimental Results. RSEISP (2007)