Lucas, Simon M and Samothrakis, Spyridon and Pérez, Diego (2014) Fast Evolutionary Adaptation for Monte Carlo Tree Search. In: UNSPECIFIED, ? - ?.
Lucas, Simon M and Samothrakis, Spyridon and Pérez, Diego (2014) Fast Evolutionary Adaptation for Monte Carlo Tree Search. In: UNSPECIFIED, ? - ?.
Lucas, Simon M and Samothrakis, Spyridon and Pérez, Diego (2014) Fast Evolutionary Adaptation for Monte Carlo Tree Search. In: UNSPECIFIED, ? - ?.
Abstract
This paper describes a new adaptive Monte Carlo Tree Search (MCTS) algorithm that uses evolution to rapidly optimise its performance. An evolutionary algorithm is used as a source of control parameters to modify the behaviour of each iteration (i.e. each simulation or roll-out) of the MCTS algorithm; in this paper we largely restrict this to modifying the behaviour of the random default policy, though it can also be applied to modify the tree policy.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Additional Information: | Published proceedings: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
| Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
| Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
| SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
| Depositing User: | Unnamed user with email elements@essex.ac.uk |
| Date Deposited: | 04 Dec 2014 13:31 |
| Last Modified: | 05 Dec 2024 19:32 |
| URI: | http://repository.essex.ac.uk/id/eprint/11981 |
Available files
Filename: Lucas.pdf