Monte Carlo Search First Workshop, MCS 2020, Held in Conjunction with IJCAI 2020, Virtual Event, January 7, 2021, Proceedings /

Monte Carlo Search First Workshop, MCS 2020, Held in Conjunction with IJCAI 2020, Virtual Event, January 7, 2021, Proceedings / [electronic resource] : edited by Tristan Cazenave, Olivier Teytaud, Mark H. M. Winands. - 1st ed. 2021. - IX, 141 p. 36 illus., 14 illus. in color. online resource. - Communications in Computer and Information Science, 1379 1865-0937 ; . - Communications in Computer and Information Science, 1379 .

The αµ 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.

9783030894535

10.1007/978-3-030-89453-5 doi


Computer science--Mathematics.
Discrete mathematics.
Artificial intelligence.
Algorithms.
Numerical analysis.
Application software.
Computer vision.
Discrete Mathematics in Computer Science.
Artificial Intelligence.
Design and Analysis of Algorithms.
Numerical Analysis.
Computer and Information Systems Applications.
Computer Vision.

QA76.9.M35 QA297.4

004.0151
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