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We analyze how coaching strategies affect goal difference and home win probabilities using hand-coded Serie A match commentary (2011/12--2013/14). Our dataset captures in-game dynamics, referee actions, and team behavior. Applying…

Evaluating uncertainty is critical for reliable use of Mobile Laser Scanning (MLS) point clouds in many high-precision applications such as Scan-to-BIM, deformation analysis, and 3D modeling. However, obtaining the ground truth (GT) for…

计算机视觉与模式识别 · 计算机科学 2025-11-06 Ziyang Xu , Olaf Wysocki , Christoph Holst

Many of the existing approaches to assess and predict the performance of players, teams or products in competitive contests rely on the assumption that comparisons occur between pairs of such entities. There are, however, several real…

物理与社会 · 物理学 2025-08-13 Jack Yeung , Daniel Kaiser , Filippo Radicchi

There is enduring interest in disentangling the effects of skill and luck in sport. A key issue in Formula 1 is distinguishing between car-level and driver-level effects. Four elite teams currently dominate Formula 1 and have won every…

应用统计 · 统计学 2026-05-29 John Fry , Silvio Fanzon , Mark Austin , Tom Brighton

This paper formed part of a preliminary research report for a risk consultancy and academic research. Stochastic Programming models provide a powerful paradigm for decision making under uncertainty. In these models the uncertainties are…

计算金融 · 定量金融 2009-04-08 Sovan Mitra

Traditional interpretations of probability, whether frequentist or subjective, make no reference to the concept of energy. In this paper, we propose that assigning hypothetical energy levels to the outcomes of a random variable can yield…

物理与社会 · 物理学 2025-05-29 Yair Neuman , Yochai Cohen

Defensive organization is critical in soccer, particularly during negative transitions when teams are most vulnerable. The back-four defensive line plays a decisive role in preventing goal-scoring opportunities, yet its collective…

计算机与社会 · 计算机科学 2025-11-11 Soujanya Dash , Kenjiro Ide , Rikuhei Umemoto , Kai Amino , Keisuke Fujii

Soccer is undeniably the most popular sport world-wide and everyone from general managers and coaching staff to fans and media are interested in evaluating players' performance. Metrics applied successfully in other sports, such as the…

应用统计 · 统计学 2020-12-04 Konstantinos Pelechrinis , Wayne Winston

Probability forecasts are intended to account for the uncertainties inherent in forecasting. It is suggested that from an end-user's point of view probability is not necessarily sufficient to reflect uncertainties that are not simply the…

统计理论 · 数学 2015-01-22 Kevin Judd

Logistic regression is an important statistical tool for assessing the probability of an outcome based upon some predictive variables. Standard methods can only deal with precisely known data, however many datasets have uncertainties which…

统计方法学 · 统计学 2022-06-09 Nicholas Gray , Scott Ferson

Large Language Models (LLMs) have driven substantial progress in artificial intelligence in recent years, exhibiting impressive capabilities across a wide range of tasks, including mathematical problem-solving. Inspired by the success of…

计算与语言 · 计算机科学 2023-10-20 Xueliang Zhao , Xinting Huang , Wei Bi , Lingpeng Kong

This paper proposes a novel framework to assess individual player contributions in football, explicitly accounting for the cooperative nature of shot-ending offensive actions. By incorporating team interaction into player evaluation, it…

应用统计 · 统计学 2026-05-05 Mattia Cefis , Rodolfo Metulini , Maurizio Carpita

In fantasy sports, strategic thinking-not mere luck-often defines who wins and who falls short. As fantasy cricket grows in popularity across India, understanding whether success stems from skill or chance has become both an analytical and…

应用统计 · 统计学 2025-12-23 Supratim Das , Sarthak Sarkar , Subhamoy Maitra , Tridib Mukherjee

We use a simple machine learning model, logistically-weighted regularized linear least squares regression, in order to predict baseball, basketball, football, and hockey games. We do so using only the thirty-year record of which visiting…

应用统计 · 统计学 2017-05-16 Alexander Dubbs

Game-theoretic upper expectations are joint (global) probability models that mathematically describe the behaviour of uncertain processes in terms of supermartingales; capital processes corresponding to available betting strategies.…

概率论 · 数学 2021-07-14 Natan T'Joens , Jasper De Bock , Gert de Cooman

The expected possession value (EPV) of a soccer possession represents the likelihood of a team scoring or receiving the next goal at any time instance. By decomposing the EPV into a series of subcomponents that are estimated separately, we…

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

Predicting the outcomes of professional basketball games, particularly in the National Basketball Association (NBA), has become increasingly important for coaching strategy, fan engagement, and sports betting. However, many existing…

机器学习 · 计算机科学 2025-12-10 Charles Rios , Longzhen Han , Almas Baimagambetov , Nikolaos Polatidis

Evaluating the performance of human is a common need across many applications, such as in engineering and sports. When evaluating human performance in completing complex and interactive tasks, the most common way is to use a metric having…

机器学习 · 统计学 2023-03-24 Chaoyi Gu , Varuna De Silva

Estimating discrete games of complete information is often computationally difficult due to partial identification and the absence of closed-form moment characterizations. This paper proposes computationally tractable approaches to…

计量经济学 · 经济学 2025-10-02 Paul S. Koh

Forecasting winners in E-sports with real-time analytics has the potential to further engage audiences watching major tournament events. However, making such real-time predictions is challenging due to unpredictable variables within the…

机器学习 · 计算机科学 2024-02-27 Kittimate Chulajata , Sean Wu , Fabien Scalzo , Eun Sang Cha