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In this paper we present a novel approach to optimise tactical and strategic decision making in football (soccer). We model the game of football as a multi-stage game which is made up from a Bayesian game to model the pre-match decisions…

人工智能 · 计算机科学 2020-03-24 Ryan Beal , Georgios Chalkiadakis , Timothy J. Norman , Sarvapali D. Ramchurn

This paper considers the use of observed and predicted match statistics as inputs to forecasts of the outcomes of football matches. It is shown that, were it possible to know the match statistics in advance, highly informative forecasts of…

应用统计 · 统计学 2020-01-27 Edward Wheatcroft

This paper aims to reduce randomness in football by analysing the role of lineups in final scores using machine learning prediction models we have developed. Football clubs invest millions of dollars on lineups and knowing how individual…

机器学习 · 计算机科学 2023-01-18 George Peters , Diogo Pacheco

Modelling football outcomes has gained increasing attention, in large part due to the potential for making substantial profits. Despite the strong connection existing between football models and the bookmakers' betting odds, no authors have…

应用统计 · 统计学 2018-02-27 Leonardo Egidi , Francesco Pauli , Nicola Torelli

With the vast amount of data collected on football and the growth of computing abilities, many games involving decision choices can be optimized. The underlying rule is the maximization of an expected utility of outcomes and the law of…

机器学习 · 计算机科学 2021-03-15 Preston Biro , Stephen G. Walker

In this paper, we present a new application-focused benchmark dataset and results from a set of baseline Natural Language Processing and Machine Learning models for prediction of match outcomes for games of football (soccer). By doing so we…

计算与语言 · 计算机科学 2020-12-09 Ryan Beal , Stuart E. Middleton , Timothy J. Norman , Sarvapali D. Ramchurn

Predicting the results of soccer matches is of great interest. This is not only due to the popularity of the sport and the joy of private "betting rounds", but also due to the large sports betting market. Where previously expert knowledge…

应用统计 · 统计学 2025-07-09 Mirko Fischer , Andreas Heuer

We show that the Brier game of prediction is mixable and find the optimal learning rate and substitution function for it. The resulting prediction algorithm is applied to predict results of football and tennis matches. The theoretical…

机器学习 · 计算机科学 2009-11-02 Vladimir Vovk , Fedor Zhdanov

Predicting the results of sport matches and competitions is an arising research field, benefiting from the growing amount of available data and the novel data analytics techniques. Excellent forecasts can be achieved by advanced machine…

应用统计 · 统计学 2015-11-20 Giuseppe Jurman

We present a systematic approach to the prediction of soccer matches. First, we show that the information about chances for goals is by far more informative than about the actual results. Second, we present a multivariate regression…

数据分析、统计与概率 · 物理学 2012-07-20 Andreas Heuer , Oliver Rubner

Based on NFL game data we try to predict the outcome of a play in multiple different ways. An application of this is the following: by plugging in various play options one could determine the best play for a given situation in real time.…

机器学习 · 计算机科学 2016-01-05 Brendan Teich , Roman Lutz , Valentin Kassarnig

In this paper, we present betting strategy of a football game using probability theory. We know all betting houses offer slightly unfair odds towards the player. Here we discuss a simple way to figure out which betting house is offering…

应用统计 · 统计学 2017-06-07 Kanika Saha , Ananya Lahiri

This paper employs a Bayesian methodology to predict the results of soccer matches in real-time. Using sequential data of various events throughout the match, we utilize a multinomial probit regression in a novel framework to estimate the…

应用统计 · 统计学 2024-10-17 Chinmay Divekar , Soudeep Deb , Rishideep Roy

In this work, we extended a stochastic model for football leagues based on the team's potential [R. da Silva et al. Comput. Phys. Commun. \textbf{184} 661--670 (2013)] for making predictions instead of only performing a successful…

物理与社会 · 物理学 2022-06-08 Eduardo V. Stock , Roberto da Silva , Henrique A. Fernandes

The approaches routinely used to model the outcomes of football matches are characterised by strong assumptions about the dependence between the number of goals scored by the two competing teams and their marginal distribution. In this…

统计方法学 · 统计学 2022-12-06 Marco Petretta , Lorenzo Schiavon , Jacopo Diquigiovanni

Football forecasting models traditionally rate teams on past match results, that is based on the number of goals scored. Goals, however, involve a high element of chance and thus past results often do not reflect the performances of the…

应用统计 · 统计学 2021-01-07 Edward Wheatcroft , Ewelina Sienkiewicz

In this research, we examine the capabilities of different mathematical models to accurately predict various levels of the English football pyramid. Existing work has largely focused on top-level play in European leagues; however, our work…

Twitter has been proven to be a notable source for predictive modelling on various domains such as the stock market, the dissemination of diseases or sports outcomes. However, such a study has not been conducted in football (soccer) so far.…

机器学习 · 统计学 2014-11-06 Stylianos Kampakis , Andreas Adamides

Composing a team of professional players is among the most crucial decisions in association football. Nevertheless, transfer market decisions are often based on myopic objectives and are questionable from a financial point of view. This…

最优化与控制 · 数学 2020-10-06 Giovanni Pantuso , Lars Magnus Hvattum

Expert systems applications that involve uncertain inference can be represented by a multidimensional contingency table. These tables offer a general approach to inferring with uncertain evidence, because they can embody any form of…

人工智能 · 计算机科学 2013-04-15 David S. Vaughan , Bruce M. Perrin , Robert M. Yadrick , Peter D. Holden , Karl G. Kempf
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