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基于偏最小二乘法的RoboCup传球研究

秦锋 田杰 程泽凯

计算机工程Issue(9):275-279,5.
计算机工程Issue(9):275-279,5.DOI:10.3969/j.issn.1000-3428.2014.09.055

基于偏最小二乘法的RoboCup传球研究

Research on RoboCup Passing Ball Based on Partial Least Square Method

秦锋 1田杰 1程泽凯1

作者信息

  • 1. 安徽工业大学计算机学院,安徽 马鞍山243000
  • 折叠

摘要

Abstract

Passing ball action runs through the RoboCup simulation games,both teams spare no effort to win the game. The paper studies the connection between passing ball action and the game deeply. It puts forward to adopt the idea of data mining,analyzes games’ log files by C language program in order to collect the required passing ball data,divides passing ball into 5 types which are seen as independent variables and see score as dependent variable, then establishes mathematical model combining with Partial Least Square( PLS) . A few relevant figures are used to analyze and verify the experimental result which comes from SIMCA-P. The result shows that with 72. 8% of independent variables information and 74. 4% of dependent variable information, the VIP values of 5 independent variables to dependent variable are as follows:0. 081 14,0. 996 66,1. 028 9,1. 088 06,1. 325 73. After linking theoretical result with practical scene, it is concluded that long pass plays a major role in a game for passing ball.

关键词

多智能体系统/日志文件/数学建模/偏最小二乘法/回归分析/多重共线性

Key words

Multi-Agent System ( MAS )/log file/mathematical modeling/Partial Least Square ( PLS )/regression analysis/multi-collinearity

分类

信息技术与安全科学

引用本文复制引用

秦锋,田杰,程泽凯..基于偏最小二乘法的RoboCup传球研究[J].计算机工程,2014,(9):275-279,5.

基金项目

安徽高校省级自然科学研究基金资助项目(KJ2011A039)。 (KJ2011A039)

计算机工程

OA北大核心CSCDCSTPCD

1000-3428

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