Monte Carlo Search first workshop, MCS 2020, held in conjunction with IJCAI 2020, virtual event, January 7, 2021 : proceedings

The Search Algorithm for the Game of Bridge -- Stabilized Nested Rollout Policy Adaptation -- zoNNscan: A Boundary-Entropy Index for Zone Inspection of Neural Models -- Ordinal Monte Carlo Tree Search -- Monte Carlo Game Solver -- Generalized Nested Rollout Policy Adaptation -- Monte Carlo Inverse F...

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Körperschaften: MCS (VerfasserIn), IJCAI (VerfasserIn)
Weitere Verfasser: Cazenave, Tristan (HerausgeberIn), Teytaud, Olivier (HerausgeberIn), Winands, Mark H. M. (HerausgeberIn)
Format: UnknownFormat
Sprache:eng
Veröffentlicht: Cham, Switzerland Springer 2021
Schriftenreihe:Communications in computer and information science 1379
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Zusammenfassung:The Search Algorithm for the Game of Bridge -- Stabilized Nested Rollout Policy Adaptation -- zoNNscan: A Boundary-Entropy Index for Zone Inspection of Neural Models -- Ordinal Monte Carlo Tree Search -- Monte Carlo Game Solver -- Generalized Nested Rollout Policy Adaptation -- Monte Carlo Inverse Folding -- Monte Carlo Graph Coloring -- Enhancing Playout Policy Adaptation for General Game Playing.
This book constitutes the refereed proceedings of the First Workshop on Monte Carlo Search, MCS 2020, organized in conjunction with IJCAI 2020. The event was supposed to take place in Yokohama, Japan, in July 2020, but due to the Covid-19 pandemic was held virtually on January 7, 2021. The 9 full papers of the specialized project were carefully reviewed and selected from 15 submissions. The following topics are covered in the contributions: discrete mathematics in computer science, games, optimization, search algorithms, Monte Carlo methods, neural networks, reinforcement learning, machine learning
Beschreibung:Includes author index
Beschreibung:vii, 139 pages
illustrations (some color)
ISBN:9783030894528
978-3-030-89452-8