MLPro-GT-game theory and dynamic games modeling in Python']Python

被引:0
作者
Yuwono, Steve [1 ]
Arend, Detlef [1 ]
Schwung, Andreas [1 ]
机构
[1] South Westphalia Univ Appl Sci, Dept Automat Technol & Learning Syst, Lubecker Ring 2, D-59494 Soest, Germany
关键词
Game theory; Dynamic games; Decision-making; Nash equilibrium; !text type='Python']Python[!/text; MLPro;
D O I
10.1016/j.softx.2024.101956
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Game theory, a fundamental aspect of mathematical economics and strategic decision-making, has been increasingly applied to various fields, including economics, biology, computer science, and engineering. Despite its growing importance, there is a significant lack of flexible and user-friendly tools for standardized modeling of them, particularly for real-world applications. Hence, we developed MLPro-GT as part of our open-source MLPro project, which offers modular and standardized yet flexible components, extensive documentation, and a variety of examples. MLPro-GT allows researchers and practitioners to easily incorporate game theory into their applications while lowering the entry barrier for students. This makes individual work more reproducible, shareable, and reusable.
引用
收藏
页数:7
相关论文
共 30 条
[1]   A Game-Theoretic Approach for Enhancing Security and Data Trustworthiness in IoT Applications [J].
Abdalzaher, Mohamed S. ;
Muta, Osamu .
IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (11) :11250-11261
[2]  
[Anonymous], 2004, P 3 INT JOINT C AUTO
[3]   MLPro 1.0- Standardized reinforcement learning and game theory in Python']Python [J].
Arend, Detlef ;
Yuwono, Steve ;
Diprasetya, Mochammad Rizky ;
Schwung, Andreas .
MACHINE LEARNING WITH APPLICATIONS, 2022, 9
[4]   MLPro - An integrative middleware framework for standardized machine learning tasks in Python']Python [J].
Arend, Detlef ;
Diprasetya, Mochammad Rizky ;
Yuwono, Steve ;
Schwung, Andreas .
SOFTWARE IMPACTS, 2022, 14
[5]   A proposal of teaching operational research in online contexts: An experience with SageMath in Brazil [J].
Assumpcao, Georgia de Souza ;
dos Santos, Carolina Maia ;
Campello, Daniele de Lima ;
de Lima, Leonardo Silva ;
Castro, Alexandre de Carvalho .
ENGINEERING REPORTS, 2024, 6 (10)
[6]  
Avis D, 2024, lrs home page
[7]  
Barron E.N, 2024, Game Theory: An Introduction
[8]  
Basar T., 2018, Handbook of dynamic game theory
[9]  
Basar T., 1998, Dynamic Noncooperative Game Theory, V2nd
[10]   A game theory approach in seller-buyer supply chain [J].
Esmaeili, M. ;
Aryanezhad, Mir-Bahador ;
Zeephongsekul, P. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 195 (02) :442-448