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Dynamic Estimation of the Number of Goals Scored by a Team in a Football Match

足球比賽中一支球隊全場進球數之動態估計

摘要


在這篇文章中,我們建立了一個數學模型,用來在足球比賽的進行過程中動態地估計一支球隊全場的進球數。建立模型的依據是這支球隊的歷史數據和臨場表現。作為應用,我們用這個模型來分析2013-2014賽季阿森納足球俱樂部的三場比賽。最後,我們將這個模型與其他簡單的模型做了對比並闡述了此模型的優點。

並列摘要


In this paper, we set up a mathematical model to estimate dynamically the number of goals scored by a association football team in a match according to the team's historical data and performance when the match is on process. As applications, we analyze three matches of Arsenal Football Club in 2013-2014 season using the model. Finally, we compare the model with some simple models and illustrate our model's advantages.

參考文獻


Crowder, M.,Dixon, M.,Ledford, A.(2002).Dynamic modelling and prediction of English Football League matches for betting.Journal of the Royal Statistical Society: Series D (The Statistician).51(2),157-168.
Held, L. K.(2000).Dynamic rating of sports teams.Journal of the Royal Statistical Society: Series D (The Statistician).49(2),261-276.
Karlis, D.,Ntzoufras, I.(2003).Analysis of sports data by using bivariate Poisson models.Journal of the Royal Statistical Society: Series D (The Statistician).52(3),381-393.
Karlis, D.,Ntzoufras, I.(2009).Bayesian modelling of football outcomes: using the Skellam's distribution for the goal difference.IMA Journal of Management Mathematics.20(2),133-145.
Lee, A. J.(1997).Modeling scores in the Premier League: is Manchester United really the best?.Chance.10(1),15-19.

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