https://github.com/resibots/mcts

Monte Carlo Tree Search - C++14 implementation
https://github.com/resibots/mcts

Last synced: about 1 month ago
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Monte Carlo Tree Search - C++14 implementation

• Host: GitHub
• URL: https://github.com/resibots/mcts
• Owner: resibots
• Created: 2016-09-10T09:14:27.000Z (over 8 years ago)
• Default Branch: master
• Last Pushed: 2023-05-19T10:37:12.000Z (over 1 year ago)
• Last Synced: 2024-08-03T18:12:55.922Z (5 months ago)
• Language: C++
• Size: 250 KB
• Stars: 39
• Watchers: 5
• Forks: 15
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-monte-carlo-tree-search-papers - [MCTS C++ Library

README

        
Monte Carlo Tree Search

========================

A lightweight and generic C++14 implementation for Monte Carlo Tree Search algorithm.

Authors

------

- Konstantinos Chatzilygeroudis (Inria)

Main references

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- **UCT**: Levente Kocsis and Csaba Szepesvari (2006). Bandit based Monte-Carlo Planning. *Machine Learning: ECML*

- **Continuous-MCTS**: Adrien Couetoux(2013). Monte Carlo Tree Search for Continuous and Stochastic Sequential Decision Making Problems. *Ph.D. dissertation - Universite Paris Sud - Paris XI*

- **Survey**: Cameron Browne, Edward Powley, Daniel Whitehouse, Simon Lucas, Peter I. Cowling, Philipp Rohlfshagen, Stephen Tavener, Diego Perez, Spyridon Samothrakis and Simon Colton (2012). A Survey of Monte Carlo Tree Search Methods. *Transactions on Computational Intelligence and AI in Games, IEEE*