Coordination games in cancer Péter Bayer, Robert A. Gatenby, Patricia H. McDonald, Derek R. Duckett, Kateřina Staňková, et al. Plos One, 2022 We propose a model of cancer initiation and progression where tumor growth is modulated by an evolutionary coordination game. Evolutionary games of cancer are widely used to model frequency-dependent cell interactions with the most studied games being the Prisoner’s Dilemma and public goods games. Coordination games, by their more obscure and less evocative nature, are left understudied, despite the fact that, as we argue, they offer great potential in understanding and treating cancer. In this paper we present the conditions under which coordination games between cancer cells evolve, we propose aspects of cancer that can be modeled as results of coordination games, and explore the ways through which coordination games of cancer can be exploited for therapy.
The Shapley Value in Machine Learning Benedek Rozemberczki, Lauren Watson, Péter Bayer, Hao-Tsung Yang, Olivér Kiss, et al. Ijcai International Joint Conference on Artificial Intelligence, 2022 Over the last few years, the Shapley value, a solution concept from cooperative game theory, has found numerous applications in machine learning. In this paper, we first discuss fundamental concepts of cooperative game theory and axiomatic properties of the Shapley value. Then we give an overview of the most important applications of the Shapley value in machine learning: feature selection, explainability, multi-agent reinforcement learning, ensemble pruning, and data valuation. We examine the most crucial limitations of the Shapley value and point out directions for future research.
Optimism leads to optimality: Ambiguity in network formation P Bayer, A Guerdjikova Journal of Economic Dynamics and Control 168, 104944 , 2024 2024 Citations: 1
Best-response dynamics in directed network games P Bayer, G Kozics, NG Szőke Journal of Economic Theory, 105720 , 2023 2023 Citations: 23
Evolutionarily stable networks P Bayer TSE Working Paper , 2023 2023
Games and the treatment convexity of cancer P Bayer, J West Dynamic Games and Applications 13, 1088–1105 , 2023 2023 Citations: 15
A Markovian decision model of adaptive cancer treatment and quality of life P Bayer, JS Brown, J Dubbeldam, M Broom Journal of Theoretical Biology 551, 111237 , 2022 2022 Citations: 9
The shapley value in machine learning B Rozemberczki, L Watson, P Bayer, HT Yang, O Kiss, S Nilsson, ... Proceedings of the Thirty-First International Joint Conference on Artificial … , 2022 2022 Citations: 509
Optimism leads to optimality: Ambiguity in network formation A Guerdjikova, P Bayer TSE Working Papers , 2022 2022
Coordination games in cancer P Bayer, RA Gatenby, PH McDonald, DR Duckett, K Staňková, JS Brown PLoS One 17 (1), e0261578 , 2022 2022 Citations: 39
Farsighted manipulation and exploitation in networks P Bayer, PJJ Herings, R Peeters Journal of economic theory 196, 105311 , 2021 2021 Citations: 6
Adaptive learning in weighted network games P Bayer, PJJ Herings, R Peeters, F Thuijsman Journal of Economic Dynamics and Control 105, 250-264 , 2019 2019 Citations: 9
Public goods games on networks and in tumors P Bayer 2019
A two-phenotype model of immune evasion by cancer cells P Bayer, JS Brown, K Staňková Journal of theoretical biology 455, 191-204 , 2018 2018 Citations: 19
Ambiguity neutrality P Bayer BCE , 2013 2013
MOST CITED SCHOLAR PUBLICATIONS
The shapley value in machine learning B Rozemberczki, L Watson, P Bayer, HT Yang, O Kiss, S Nilsson, ... Proceedings of the Thirty-First International Joint Conference on Artificial … , 2022 2022 Citations: 509
Coordination games in cancer P Bayer, RA Gatenby, PH McDonald, DR Duckett, K Staňková, JS Brown PLoS One 17 (1), e0261578 , 2022 2022 Citations: 39
Best-response dynamics in directed network games P Bayer, G Kozics, NG Szőke Journal of Economic Theory, 105720 , 2023 2023 Citations: 23
A two-phenotype model of immune evasion by cancer cells P Bayer, JS Brown, K Staňková Journal of theoretical biology 455, 191-204 , 2018 2018 Citations: 19
Games and the treatment convexity of cancer P Bayer, J West Dynamic Games and Applications 13, 1088–1105 , 2023 2023 Citations: 15
A Markovian decision model of adaptive cancer treatment and quality of life P Bayer, JS Brown, J Dubbeldam, M Broom Journal of Theoretical Biology 551, 111237 , 2022 2022 Citations: 9
Adaptive learning in weighted network games P Bayer, PJJ Herings, R Peeters, F Thuijsman Journal of Economic Dynamics and Control 105, 250-264 , 2019 2019 Citations: 9
Farsighted manipulation and exploitation in networks P Bayer, PJJ Herings, R Peeters Journal of economic theory 196, 105311 , 2021 2021 Citations: 6
Optimism leads to optimality: Ambiguity in network formation P Bayer, A Guerdjikova Journal of Economic Dynamics and Control 168, 104944 , 2024 2024 Citations: 1
Evolutionarily stable networks P Bayer TSE Working Paper , 2023 2023
Optimism leads to optimality: Ambiguity in network formation A Guerdjikova, P Bayer TSE Working Papers , 2022 2022
Public goods games on networks and in tumors P Bayer 2019
