Construction of PSE System for Supporting Researchers in Developing Reinforcement Learning Algorithms

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Other Title
  • 強化学習アルゴリズム研究者の開発作業を支援するPSEシステムの構築

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Description

Many researchers who research stochastic simulations such as reinforcement learning algorithms have to run their programs many times to compare developing algorithms and find better sets of parameters for their programs. In order to reduce their working time, we build a problem solving environments (PSE) system to assist them. Our system has three sub-systems: a distributed computing system, a data management system and a graph generation system. We present a relationship between developing algorithms and the three sub-systems. Users automatically obtain results and compare them graphically using the system after they register their own programs in the system. We conduct experiments with human subjects. As a result, user obtained five times speed-up for his work time through executions, storing results and comparing algorithms.

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Details 詳細情報について

  • CRID
    1390851418979175936
  • NII Article ID
    130008056218
  • DOI
    10.11421/jsces.2009.20090017
  • ISSN
    13478826
    13449443
  • Text Lang
    ja
  • Data Source
    • JaLC
    • CiNii Articles
  • Abstract License Flag
    Disallowed

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