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We study the relationship between social media output and National Football League (NFL) games, using a dataset containing messages from Twitter and NFL game statistics. Specifically, we consider tweets pertaining to specific teams and…

社会与信息网络 · 计算机科学 2013-10-28 Shiladitya Sinha , Chris Dyer , Kevin Gimpel , Noah A. Smith

In this paper, we introduce an R software package for simulating plays and drives using play-by-play data from the National Football League. The simulations are generated by sampling play-by-play data from previous football seasons.The…

应用统计 · 统计学 2022-01-13 Benjamin Williams , Will Palmquist , Ryan Elmore

The National Football League and Amazon Web Services teamed up to develop the best sports injury surveillance and mitigation program via the Kaggle competition. Through which the NFL wants to assign specific players to each helmet, which…

计算机视觉与模式识别 · 计算机科学 2022-05-23 Mrinal Mathur , Archana Benkkallpalli Chandrashekhar , Venkata Krishna Chaithanya Nuthalapati

Predicting outcomes in sports is important for teams, leagues, bettors, media, and fans. Given the growing amount of player tracking data, sports analytics models are increasingly utilizing spatially-derived features built upon player…

机器学习 · 计算机科学 2022-07-29 Peter Xenopoulos , Claudio Silva

We propose a simple stochastic model describing the position-dependent ball-passing network in football games. In this network, a player on a certain area in the divided fields is a node, and a pass between two nodes corresponds to an edge.…

物理与社会 · 物理学 2015-08-03 Takuma Narizuka , Ken Yamamoto , Yoshihiro Yamazaki

Quantitative analysis of soccer players' passing ability focuses on descriptive statistics without considering the players' real contribution to the passing and ball possession strategy of their team. Which player is able to help the…

人工智能 · 计算机科学 2016-08-12 Laszlo Gyarmati , Rade Stanojevic

Given the importance of accurate team rankings in American college football (CFB) -- due to heavy title and playoff implications -- strides have been made to improve evaluation metrics across statistical categories, going from basic…

应用统计 · 统计学 2023-01-24 Andrey Skripnikov

Over the last few decades, the player recruitment process in professional football has evolved into a multi-billion industry and has thus become of vital importance. To gain insights into the general level of their candidate reinforcements,…

机器学习 · 统计学 2018-09-17 Bart Aalbers , Jan Van Haaren

Fantasy sports allow fans to manage a team of their favorite athletes and compete with friends. The fantasy platform aligns the real-world statistical performance of athletes to fantasy scoring and has steadily risen in popularity to an…

人工智能 · 计算机科学 2021-11-05 Aaron Baughman , Micah Forester , Jeff Powell , Eduardo Morales , Shaun McPartlin , Daniel Bohm

In this work, we compare three different modeling approaches for the scores of soccer matches with regard to their predictive performances based on all matches from the four previous FIFA World Cups 2002 - 2014: Poisson regression models,…

应用统计 · 统计学 2018-06-14 Andreas Groll , Christophe Ley , Gunther Schauberger , Hans Van Eetvelde

Transfers in professional football (soccer) are risky investments because of the large transfer fees and high risks involved. Although data-driven models can be used to improve transfer decisions, existing models focus on describing…

应用统计 · 统计学 2025-09-29 Koen W. van Arem , Floris Goes-Smit , Jakob Söhl

The objective of this study was to incorporate contextual information into the modelling of player movements. This was achieved by combining the distributions of forthcoming passing contests that players committed to and those they did not.…

应用统计 · 统计学 2019-07-26 Bartholomew Spencer , Karl Jackson , Sam Robertson

It is customary for researchers and practitioners to fit linear models in order to predict NBA player's salary based on the players' performance on court. On the contrary, we focus on the players salary share (with regards to the team…

应用统计 · 统计学 2022-02-07 Ioanna Papadaki , Michail Tsagris

We present a fully convolutional neural network architecture that is capable of estimating full probability surfaces of potential passes in soccer, derived from high-frequency spatiotemporal data. The network receives layers of low-level…

机器学习 · 计算机科学 2021-08-05 Javier Fernández , Luke Bornn

Football (soccer) is a sport that is characterised by complex game play, where players perform a variety of actions, such as passes, shots, tackles, fouls, in order to score goals, and ultimately win matches. Accurately forecasting the…

机器学习 · 计算机科学 2025-11-25 Michael Horton , Patrick Lucey

One of the most important and challenging problems in football is predicting future player performance when transferred to another club within and between different leagues. In addition to being the most valuable prediction a team makes, it…

机器学习 · 计算机科学 2022-01-28 Daniel Dinsdale , Joe Gallagher

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

There seems to be an upper limit to predicting the outcome of matches in (semi-)professional sports. Recent work has proposed that this is due to chance and attempts have been made to simulate the distribution of win percentages to identify…

应用统计 · 统计学 2015-08-21 Albrecht Zimmermann

Accurately predicting the outcome of sporting events has been a goal for many groups who seek to maximize profit. What makes this challenging is that the outcome of an event can be influenced by many factors that dynamically change across…

应用统计 · 统计学 2017-10-23 Erik J. Schlicht

In football game analysis, space evaluation is an important issue because it is directly related to the quality of ball passing or player formations. Previous studies have primarily focused on a field division approach wherein a field is…

物理与社会 · 物理学 2020-06-11 Takuma Narizuka , Yoshihiro Yamazaki , Kenta Takizawa