A birth process model for association football matches

被引:73
作者
Dixon, MJ [1 ]
机构
[1] Newcastle Univ, Dept Stat, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[2] Univ Surrey, Guildford GU2 5XH, Surrey, England
关键词
exponential distribution; football (soccer); goal times; likelihood function; maximum likelihood; spread betting; two-dimensional birth process;
D O I
10.1111/1467-9884.00152
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Data from over 4000 recent association football (soccer) matches from the main English competitions show clear evidence that the rate of scoring goals changes over the course of a match. This rate tends to increase over the game but is also influenced by the current score. We develop a model for a soccer match that incorporates parameters for both the attacking and the defensive strength of a team, home advantage, the current score and the time left to play. This model treats the number of goals scored by the two teams as interacting birth processes and shows a satisfactory fit to the data. We also investigate football cliches and find evidence that contradicts the cliche that a team is more vulnerable just after it has scored a goal. Our model has applications in the football spread betting market, where prices are updated during a match, and may be useful to both bookmakers and betters.
引用
收藏
页码:523 / 538
页数:16
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