NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction

Cooperation Competition Running head: A THEORY OF COOPERATION - COMPETITION A Theory of Cooperation - Competition and Beyond

This chapter is concerned with my interrelated theoretical work in the areas of cooperation competition, conflict resolution, social justice, and social relations. The theory of cooperation competition is a component of the other theories. Thus, the theory of conflict resolution is based on this theory and my Crude Law of Social Relations. My work in social justice is also based on this theory,...

Evolutionary Learning of Fuzzy Rules: Competition and Cooperation

We discuss the problem of learning fuzzy rules using Evolutionary Learning techniques, such as Genetic Algorithms and Learning Classifier Systems. We present ELF, a system able to evolve a population of fuzzy rules to obtain a sub-optimal Fuzzy Logic Controller. ELF tackles some of the problems typical of the Evolutionary Learning approach: competition and cooperation between fuzzy rules, evolu...

Learning with Virtual Agents: Competition and Cooperation in AMICO

This paper deals with the design and implementation of AMICO1 , a prototype to enhance mathematics learning by interactions between a student (or a dyad) and virtual agents (several co-learner companions and a mathematician). This work is part of a multidisciplinary project, the project LINGOT that aims to give math teachers tools to improve their teaching. We first present the foundations of t...

Competition and Cooperation

Multiagent cooperation and competition with deep reinforcement learning

Evolution of cooperation and competition can appear when multiple adaptive agents share a biological, social, or technological niche. In the present work we study how cooperation and competition emerge between autonomous agents that learn by reinforcement while using only their raw visual input as the state representation. In particular, we extend the Deep Q-Learning framework to multiagent env...