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METHOD OF UPDATING EXPERIENCE DATABASE STORING EXPERIENCE USED FOR MACHINE LEARNING

机译:更新用于机器学习的经验数据库存储经验的方法

摘要

PROBLEM TO BE SOLVED: To increase diversity of experiences stored and perform learning by sampling the stored experiences more efficiently and more appropriately.SOLUTION: A method of updating an experience database that stores experiences used for machine learning includes: obtaining a new experience of an agent; determining a similarity between the new experience and one or more past experiences acquired from the experience database, the experience database used for learning a neural network for determining an evaluation value of behavior of an agent in reinforcement learning; and determining whether to store the new experience in the experience database based on the similarity.SELECTED DRAWING: Figure 11
机译:解决的问题:通过更有效,更适当地对存储的体验进行采样来增加存储的体验的多样性并进行学习解决方案:一种更新存储用于机器学习的体验的体验数据库的方法包括:获得代理的新体验;确定新经验与从经验数据库中获得的一个或多个过去经验之间的相似性,该经验数据库用于学习神经网络,以确定增强学习中代理行为的评估值;并根据相似性确定是否将新体验存储在体验数据库中。图11

著录项

  • 公开/公告号JP2018151876A

    专利类型

  • 公开/公告日2018-09-27

    原文格式PDF

  • 申请/专利权人 HITACHI LTD;

    申请/专利号JP20170047791

  • 发明设计人 NGUYEN HUONG;AKIYAMA TAKAYUKI;

    申请日2017-03-13

  • 分类号G06N99;G06N3/08;G06N5/02;B25J5;

  • 国家 JP

  • 入库时间 2022-08-21 13:13:22

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