3 papers
cs.AI2025
Utility Inspired Generalizations of TOPSIS
Robert Susmaga, Izabela Szczech
TOPSIS, a popular method for ranking alternatives is based on aggregated distances to ideal and anti-ideal points. As such, it was considered to be essentially different from widel…
cs.LG2025
Properties of fairness measures in the context of varying class imbalance and protected group ratios
Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski +5
Society is increasingly relying on predictive models in fields like criminal justice, credit risk management, or hiring. To prevent such automated systems from discriminating again…
cs.AI2025
Towards Explainable TOPSIS: Visual Insights into the Effects of Weights and Aggregations on Rankings
Robert Susmaga, Izabela Szczech, Dariusz Brzezinski
Multi-Criteria Decision Analysis (MCDA) is extensively used across diverse industries to assess and rank alternatives. Among numerous MCDA methods developed to solve real-world ran…