Playing a Strategy Game with Knowledge-Based Reinforcement Learning

no code implementations • 15 Aug 2019 • Viktor Voss, Liudmyla Nechepurenko, Dr. Rudi Schaefer, Steffen Bauer

This paper presents Knowledge-Based Reinforcement Learning (KB-RL) as a method that combines a knowledge-based approach and a reinforcement learning (RL) technique into one method for intelligent problem solving.

reinforcement-learning Reinforcement Learning (RL)

Comparing Knowledge-based Reinforcement Learning to Neural Networks in a Strategy Game

no code implementations • 15 Jan 2019 • Liudmyla Nechepurenko, Viktor Voss, Vyacheslav Gritsenko

The goal of the reported experiment was to examine the performance of the KB-RL method in contrast to the Neural Network and to explore the capabilities of KB-RL to deliver a strong solution for the AI tasks.

Game of Go reinforcement-learning +1