Robert Susmaga

According to our database, Robert Susmaga authored at least 33 papers between 1997 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Properties of Fairness Measures in the Context of Varying Class Imbalance and Protected Group Ratios.

Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski, Izabela Szczech, Robert Susmaga, Sofya Aksenyuk, Uladzimir Ivashka, Oleksandr Yasinskyi

ACM Trans. Knowl. Discov. Data, August, 2024

Towards explainable TOPSIS: Visual insights into the effects of weights and aggregations on rankings.

Robert Susmaga, Izabela Szczech, Dariusz Brzezinski

Appl. Soft Comput., 2024

2023

MSD-space: Visualizing the inner-workings of TOPSIS aggregations.

Robert Susmaga, Izabela Szczech, Piotr Zielniewicz, Dariusz Brzezinski

Eur. J. Oper. Res., July, 2023

2020

On the Dynamics of Classification Measures for Imbalanced and Streaming Data.

Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech

IEEE Trans. Neural Networks Learn. Syst., 2020

Approximate Hypervolume Calculation with Guaranteed or Confidence Bounds.

Andrzej Jaszkiewicz, Robert Susmaga, Piotr Zielniewicz

Proceedings of the Parallel Problem Solving from Nature - PPSN XVI, 2020

2018

Visual-based analysis of classification measures and their properties for class imbalanced problems.

Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech

Inf. Sci., 2018

2017

Visual-Based Analysis of Classification Measures with Applications to Imbalanced Data.

Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech

CoRR, 2017

Tetrahedron: Barycentric Measure Visualizer.

Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga, Izabela Szczech

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

2016

Selected group-theoretic aspects of confirmation measure symmetries.

Robert Susmaga, Izabela Szczech

Inf. Sci., 2016

2015

Generation of rough sets reducts and constructs based on inter-class and intra-class information.

Robert Susmaga, Roman Slowinski

Fuzzy Sets Syst., 2015

Can Interestingness Measures be Usefully Visualized?

Robert Susmaga, Izabela Szczech

Int. J. Appl. Math. Comput. Sci., 2015

2014

Reducts and constructs in classic and dominance-based rough sets approach.

Robert Susmaga

Inf. Sci., 2014

Visual-Based Detection of Properties of Confirmation Measures.

Robert Susmaga, Izabela Szczech

Proceedings of the Foundations of Intelligent Systems - 21st International Symposium, 2014

2013

The Property of $\chi^2_{01}$ -Concordance for Bayesian Confirmation Measures.

Robert Susmaga, Izabela Szczech

Proceedings of the Modeling Decisions for Artificial Intelligence, 2013

2012

Adapting Travel Time Estimates to Current Traffic Conditions.

Przemyslaw Gawel, Krzysztof Dembczynski, Robert Susmaga, Przemyslaw Wesolek, Piotr Zielniewicz, Andrzej Jaszkiewicz

Proceedings of the New Trends in Databases and Information Systems, 2012

Community Traffic: A Technology for the Next Generation Car Navigation.

Przemyslaw Gawel, Krzysztof Dembczynski, Wojciech Kotlowski, Marek Kubiak, Robert Susmaga, Piotr Zielniewicz, Andrzej Jaszkiewicz

Proceedings of the New Trends in Databases and Information Systems, 2012

2011

Rule-Based Estimation of Attribute Relevance.

Jerzy Blaszczynski, Roman Slowinski, Robert Susmaga

Proceedings of the Rough Sets and Knowledge Technology - 6th International Conference, 2011

2004

Reducts and Constructs in Attribute Reduction.

Robert Susmaga

Fundam. Informaticae, 2004

Hyperplane Aggregation of Dominance Decision Rules.

Roman Pindur, Robert Susmaga, Jerzy Stefanowski

Fundam. Informaticae, 2004

Tree-Like Parallelization of Reduct and Construct Computation.

Robert Susmaga

Proceedings of the Rough Sets and Current Trends in Computing, 2004

Confusion Matrix Visualization.

Robert Susmaga

Proceedings of the Intelligent Information Processing and Web Mining, 2004

Knowledge Discovery from Digital Media Objects Using Preference Semantics.

Luiza Budzynska, Jacek Jelonek, Ewa Lukasik, Aleksander Naganowski, Roman Slowinski, Robert Susmaga

Proceedings of the Knowledge-Based Media Analysis for Self-Adaptive and Agile Multi-Media, 2004

2003

Fast rule extraction with binary-coded relations.

Roman Pindur, Robert Susmaga

Intell. Data Anal., 2003

Reducts Versus Constructs: an Experimental Evaluation.

Robert Susmaga

Proceedings of the International Workshop on Rough Sets in Knowledge Discovery and Soft Computing, 2003

Generation of Exhaustive Set of Rules within Dominance-based Rough Set Approach.

Krzysztof Dembczynski, Roman Pindur, Robert Susmaga

Proceedings of the International Workshop on Rough Sets in Knowledge Discovery and Soft Computing, 2003

Dominance-based Rough Set Classifier without Induction of Decision Rules.

Krzysztof Dembczynski, Roman Pindur, Robert Susmaga

Proceedings of the International Workshop on Rough Sets in Knowledge Discovery and Soft Computing, 2003

2002

Sequential Construction of Features based on genetically transformed Data.

Jacek Jelonek, Roman Slowinski, Robert Susmaga

Proceedings of the Recent Advances in Simulated Evolution and Learning [extended and revised papers selected from the 4th Asia-Pacific Conference on Simulated Evolution and Learning, 2002

2000

Generation of Exhaustive Rule Sets Using a Reduct Generating Algorithm.

Robert Susmaga

Proceedings of the Intelligent Information Systems, 2000

1999

Business failure prediction using rough sets.

A. I. Dimitras, Roman Slowinski, Robert Susmaga, Constantin Zopounidis

Eur. J. Oper. Res., 1999

Computation of Minimal Cost Reducts.

Robert Susmaga

Proceedings of the Foundations of Intelligent Systems, 11th International Symposium, 1999

1998

Parallel Computation of Reducts.

Robert Susmaga

Proceedings of the Rough Sets and Current Trends in Computing, 1998

ROSE - Software Implementation of the Rough Set Theory.

Bartlomiej Predki, Roman Slowinski, Jerzy Stefanowski, Robert Susmaga, Szymon Wilk

Proceedings of the Rough Sets and Current Trends in Computing, 1998

1997

Analyzing Discretizations of Continuous Attributes Given a Monotonic Discrimination Function.

Robert Susmaga

Intell. Data Anal., 1997