43 citations · 87 across the 5 of their papers we have counts for
5 papers
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…
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…
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…
confidence-planner: Easy-to-Use Prediction Confidence Estimation and Sample Size Planning
Antoni Klorek, Karol Roszak, Izabela Szczech +1
Machine learning applications, especially in the fields of me\-di\-cine and social sciences, are slowly being subjected to increasing scrutiny. Similarly to sample size planning pe…
Visual-Based Analysis of Classification Measures with Applications to Imbalanced Data
Dariusz Brzezinski, Jerzy Stefanowski, Robert Susmaga +1
With a plethora of available classification performance measures, choosing the right metric for the right task requires careful thought. To make this decision in an informed manner…