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Explorations in Computer Go, Web Search, and Online Advertising

Explorations in Computer Go, Web Search, and Online Advertising

This video was recorded at Workshop on On‐lineTrading of Exploration and Exploitation 2, Washington 2011. In computer go, the goal is to find a good move in a given position by exploring the associated game tree, which is far too large to enumerate and hence requires sophisticated methods for navigation. I will discuss our combined Monte-Carlo Tree Search and Bayesian Pattern Ranking approach to accomplish this task under severe resource constraints in the go engine of the Xbox Live Arcade title The Path of Go. In web search, decisions about ranking documents can depend on explicit feedback from external judges and on implicit feedback from users through their interaction with search results. In the latter case, user feedback about a query-URL pair can only be obtained if the URL is... Show More
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