Distribution of UCT and Its Ramifications
Abstract
My thesis is largely focused on the parallelisation of UCT (and other Best-First Search techniques) and the ramifications of doing so. I have identified issues with chunking in UCT, created by some forms of parallelisation, and developed a solution to this involving buffering of simulations that appear “out of order” and reevaluation of propagation data. I have developed a technique for scalable distribution of both tree data and computation across a large scale compute cluster. The context of most of my work is General Game Playing, but the techniques themselves are largely agnostic to domain.
Cite
Text
Chee. "Distribution of UCT and Its Ramifications." International Joint Conference on Artificial Intelligence, 2015.Markdown
[Chee. "Distribution of UCT and Its Ramifications." International Joint Conference on Artificial Intelligence, 2015.](https://mlanthology.org/ijcai/2015/chee2015ijcai-distribution/)BibTeX
@inproceedings{chee2015ijcai-distribution,
title = {{Distribution of UCT and Its Ramifications}},
author = {Chee, Marc Yu-San},
booktitle = {International Joint Conference on Artificial Intelligence},
year = {2015},
pages = {4351-4352},
url = {https://mlanthology.org/ijcai/2015/chee2015ijcai-distribution/}
}