[PDF.53pf] From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning (Foundations and Trends(r) in Machine Learning)

From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning (Foundations and Trends(r) in Machine Learning)

[PDF.uq68] From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning (Foundations and Trends(r) in Machine Learning)

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 | #5796944 in Books |  2014-01-31 | Original language:English | PDF # 1 |  9.21 x.31 x6.14l,.47 | File type: PDF | 146 pages

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From Bandits to Monte-Carlo Tree Search: The Optimistic Principle Applied to Optimization and Planning covers several aspects of the "optimism in the face of uncertainty" principle for large scale optimization problems under finite numerical budget. The monograph's initial motivation came from the empirical success of the so-called "Monte-Carlo Tree Search" method popularized in Computer Go and further extended to many other games as well as optimization and planning pr...

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