Robert Susmaga

Publication Activity (10 Years)

Years Active: 1997-2024
Publications (10 Years): 13

Top Topics

Random Subspaces

Class Imbalanced

Interestingness Measures

Imbalanced Data

Top Venues

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)
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)
Andrzej Jaszkiewicz, Robert Susmaga, Piotr Zielniewicz
Approximate Hypervolume Calculation with Guaranteed or Confidence Bounds. PPSN (1) (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)
Robert Susmaga, Izabela Szczech
Selected group-theoretic aspects of confirmation measure symmetries. Inf. Sci. (2016)
Robert Susmaga, Izabela Szczech
Can Interestingness Measures be Usefully Visualized? Int. J. Appl. Math. Comput. Sci. 25 (2) (2015)
Robert Susmaga, Roman Slowinski
Generation of rough sets reducts and constructs based on inter-class and intra-class information. Fuzzy Sets Syst. 274 (2015)
Robert Susmaga
Reducts and constructs in classic and dominance-based rough sets approach. Inf. Sci. 271 (2014)
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)
Przemyslaw Gawel, Krzysztof Dembczynski, Robert Susmaga, Przemyslaw Wesolek, Piotr Zielniewicz, Andrzej Jaszkiewicz
Adapting Travel Time Estimates to Current Traffic Conditions. ADBIS Workshops (2012)
Przemyslaw Gawel, Krzysztof Dembczynski, Wojciech Kotlowski, Marek Kubiak, Robert Susmaga, Piotr Zielniewicz, Andrzej Jaszkiewicz
Community Traffic: A Technology for the Next Generation Car Navigation. ADBIS Workshops (2012)
Jerzy Blaszczynski, Roman Slowinski, Robert Susmaga
Rule-Based Estimation of Attribute Relevance. RSKT (2011)
Robert Susmaga
Reducts and Constructs in Attribute Reduction. Fundam. Informaticae 61 (2) (2004)
Robert Susmaga
Tree-Like Parallelization of Reduct and Construct Computation. Rough Sets and Current Trends in Computing (2004)
Robert Susmaga
Confusion Matrix Visualization. Intelligent Information Systems (2004)
Roman Pindur, Robert Susmaga, Jerzy Stefanowski
Hyperplane Aggregation of Dominance Decision Rules. Fundam. Informaticae 61 (2) (2004)
Luiza Budzynska, Jacek Jelonek, Ewa Lukasik, Aleksander Naganowski, Roman Slowinski, Robert Susmaga
Knowledge Discovery from Digital Media Objects Using Preference Semantics. EWIMT (2004)
Roman Pindur, Robert Susmaga
Fast rule extraction with binary-coded relations. Intell. Data Anal. 7 (1) (2003)
Robert Susmaga
Reducts Versus Constructs: an Experimental Evaluation. Electron. Notes Theor. Comput. Sci. 82 (4) (2003)
Krzysztof Dembczynski, Roman Pindur, Robert Susmaga
Generation of Exhaustive Set of Rules within Dominance-based Rough Set Approach. Electron. Notes Theor. Comput. Sci. 82 (4) (2003)
Krzysztof Dembczynski, Roman Pindur, Robert Susmaga
Dominance-based Rough Set Classifier without Induction of Decision Rules. Electron. Notes Theor. Comput. Sci. 82 (4) (2003)
Jacek Jelonek, Roman Slowinski, Robert Susmaga
Sequential Construction of Features based on genetically transformed Data. SEAL (2002)
Robert Susmaga
Generation of Exhaustive Rule Sets Using a Reduct Generating Algorithm. Intelligent Information Systems (2000)
Robert Susmaga
Computation of Minimal Cost Reducts. ISMIS (1999)
A. I. Dimitras, Roman Slowinski, Robert Susmaga, Constantin Zopounidis
Business failure prediction using rough sets. Eur. J. Oper. Res. 114 (2) (1999)
Bartlomiej Predki, Roman Slowinski, Jerzy Stefanowski, Robert Susmaga, Szymon Wilk
ROSE - Software Implementation of the Rough Set Theory. Rough Sets and Current Trends in Computing (1998)
Robert Susmaga
Parallel Computation of Reducts. Rough Sets and Current Trends in Computing (1998)
Robert Susmaga
Analyzing Discretizations of Continuous Attributes Given a Monotonic Discrimination Function. Intell. Data Anal. 1 (1-4) (1997)