Finding Interesting Pass Patterns from Soccer Game Records

Finding Interesting Pass Patterns from Soccer Game Records
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DOI:
10.1007/978-3-540-30116-5_21
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发表时间:
2004-09
期刊:
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影响因子:
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通讯作者:
S. Hirano;S. Tsumoto
S. Hirano;S. Tsumoto
中科院分区:
其他
文献类型:
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作者:
S. Hirano;S. Tsumoto

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本文提出了一种从足球比赛记录中寻找有趣传球模式的新方法。考虑到通道序列的时间不规则性和对多尺度观测的要求,提出了一种基于多尺度匹配的序列比较方法。该方法可与层次聚类相结合,为体育数据挖掘带来了一种新的方式。对2002年世界杯64场比赛记录的实验结果表明,该方法可以发现一些有趣的传球模式,这些模式可能与成功进球有关。
This paper presents a novel method for finding interesting pass patterns from soccer game records. Taking two features of the pass sequence – temporal irregularity and requirements for multiscale observation – into account, we have developed a comparison method of the sequences based on multiscale matching. The method can be used with hierarchical clustering, that brings us a new style of data mining in sports data. Experimental results on 64 game records of FIFA world cup 2002 demonstrated that the method could discover some interesting pass patterns that may be associated with successful goals.