1 code implementation • 13 Nov 2024 • Dariusz Brzezinski, Julia Stachowiak, Jerzy Stefanowski, Izabela Szczech, Robert Susmaga, Sofya Aksenyuk, Uladzimir Ivashka, Oleksandr Yasinskyi
In this paper, we study the general properties of fairness measures for changing class and protected group proportions.
1 code implementation • 29 Aug 2024 • Sebastian Chwilczyński, Kacper Trębacz, Karol Cyganik, Mateusz Małecki, Dariusz Brzezinski
Current interest in deep learning captures the attention of many programmers and researchers.
no code implementations • 29 Aug 2023 • Mathieu Chevalley, Jacob Sackett-Sanders, Yusuf Roohani, Pascal Notin, Artemy Bakulin, Dariusz Brzezinski, Kaiwen Deng, Yuanfang Guan, Justin Hong, Michael Ibrahim, Wojciech Kotlowski, Marcin Kowiel, Panagiotis Misiakos, Achille Nazaret, Markus Püschel, Chris Wendler, Arash Mehrjou, Patrick Schwab
In drug discovery, mapping interactions between genes within cellular systems is a crucial early step.
no code implementations • 13 Jun 2023 • Robert Susmaga, Izabela Szczech, Dariusz Brzezinski
To this end, recent research has shown that TOPSIS aggregations can be expressed using the means (M) and standard deviations (SD) of alternatives, creating MSD-space, a tool for visualizing and explaining aggregations.
1 code implementation • 12 Jan 2023 • Antoni Klorek, Karol Roszak, Izabela Szczech, Dariusz Brzezinski
Machine learning applications, especially in the fields of me\-di\-cine and social sciences, are slowly being subjected to increasing scrutiny.
no code implementations • 11 Apr 2022 • Maciej Piernik, Dariusz Brzezinski, Pawel Zawadzki
The proposed algorithm, called Random Similarity Forest, uses multiple domain-specific distance measures to combine the predictive performance of Random Forests with the flexibility of Similarity Forests.
1 code implementation • 29 Jul 2020 • Dariusz Brzezinski
However, finding a subset of features that is optimal in terms of predictive accuracy is usually computationally intractable.