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Sellers and executives who maintain a bidding pipeline of sales engagements with multiple clients for many opportunities significantly benefit from data-driven insight into the health of each of their bids. There are many predictive models…

机器学习 · 计算机科学 2021-09-15 Eelaaf Zahid , Yuya Jeremy Ong , Aly Megahed , Taiga Nakamura

Over the past two decades, Machine Learning (ML) techniques have been increasingly utilized for the purpose of predicting outcomes in sport. In this paper, we provide a review of studies that have used ML for predicting results in team…

机器学习 · 计算机科学 2022-04-19 Rory Bunker , Teo Susnjak

Tracking the trajectory of tennis players can help camera operators in production. Predicting future movement enables cameras to automatically track and predict a player's future trajectory without human intervention. Predicting future…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Ali K. AlShami , Terrance Boult , Jugal Kalita

In Major League Baseball, strategy and planning are major factors in determining the outcome of a game. Previous studies have aided this by building machine learning models for predicting the winning team of any given game. We extend this…

机器学习 · 计算机科学 2025-11-05 Morgan Allen , Paul Savala

Accurate prediction of FIFA World Cup match outcomes holds significant value for analysts, coaches, bettors, and fans. This paper presents a machine learning framework specifically designed to forecast match winners in FIFA World Cup. By…

机器学习 · 计算机科学 2026-01-07 Ali Al-Bustami , Zaid Ghazal

Results in contact sports like Rugby are mainly interpreted in terms of the ability and/or luck of teams. But this neglects the important role of the {\em motivation} of players, reflected in the effort exerted in the game. Here we present…

应用统计 · 统计学 2022-08-30 Federico Fioravanti , Fernando Delbianco , Fernando Tohmé

In many two-sided markets, the parties to be matched have incomplete information about their characteristics. We consider the settings where the parties engaged are extremely patient and are interested in long-term partnerships. Hence, once…

计算机科学与博弈论 · 计算机科学 2019-08-30 Kartik Ahuja , Mihaela van der Schaar

In the sports of soccer, hockey and basketball the most commonly used statistics for player performance assessment are divided into two categories: offensive statistics and defensive statistics. However, qualitative assessments of…

应用统计 · 统计学 2017-04-04 Shael Brown

In this article, we study the decision-making process of chess players by using a chess engine to evaluate the moves across different pools of games. We quantified the decisiveness of each move during the games using a metric derived from…

物理与社会 · 物理学 2025-06-13 A. Chacoma , O. V. Billoni

Mislabeled, duplicated, or biased data in real-world scenarios can lead to prolonged training and even hinder model convergence. Traditional solutions prioritizing easy or hard samples lack the flexibility to handle such a variety…

机器学习 · 计算机科学 2023-11-08 Zhijie Deng , Peng Cui , Jun Zhu

The inference of outcomes in dynamic processes from structural features of systems is a crucial endeavor in network science. Recent research has suggested a machine learning-based approach for the interpretation of dynamic patterns emerging…

物理与社会 · 物理学 2022-11-15 Aruane M. Pineda , Caroline L. Alves , Colm Connaughton , Francisco A. Rodrigues

In this work, a machine learning approach is developed for predicting the outcomes of football matches. The novelty of this research lies in the utilisation of the Kelly Index to first classify matches into categories where each one denotes…

机器学习 · 计算机科学 2022-11-30 Yiming Ren , Teo Susnjak

A new class of general exponential ranking models is introduced which we label angle-based models for ranking data. A consensus score vector is assumed, which assigns scores to a set of items, where the scores reflect a consensus view of…

统计方法学 · 统计学 2017-12-27 Hang Xu , Mayer Alvo , Philip L. H. Yu

Many complex phenomena, from the selection of traits in biological systems to hierarchy formation in social and economic entities, show signs of competition and heterogeneous performance in the temporal evolution of their components, which…

Sports analytics -- broadly defined as the pursuit of improvement in athletic performance through the analysis of data -- has expanded its footprint both in the professional sports industry and in academia over the past 30 years. In this…

应用统计 · 统计学 2023-01-11 Benjamin S. Baumer , Gregory J. Matthews , Quang Nguyen

This paper presents an in-depth statistical analysis of an experiment designed to measure the extent to which players in a simple game behave according to a popular behavioral economic model. The p-beauty contest is a multi-player number…

应用统计 · 统计学 2014-09-18 P. Richard Hahn , Indranil Goswami , Carl Mela

In this paper, we describe an approach to rank sport players based on their efficiency. Although is extremely useful to analyze the performance of team games there is no unanimity on the use of a single index to perform such a ranking. We…

最优化与控制 · 数学 2018-02-21 Víctor Blanco , Román Salmerón , Samuel Gómez-Haro

In volleyball games, we define a rally as the succession of events observed since the ball is served until one of the two teams on the court scores the point. In this process, athletes evolve in response to physical and information…

物理与社会 · 物理学 2022-09-26 A. Chacoma , O. V. Billoni

This paper considers the impact of unforced errors in sport. Although the proposed methods are applicable to various sports, we demonstrate the approach in the context of professional tennis. The value of the approach is that we can provide…

应用统计 · 统计学 2024-07-30 Hashan Peiris , Nirodha Epasinghege Dona , Tim Swartz

In recent years, analytics has started to revolutionize the game of basketball: quantitative analyses of the game inform team strategy, management of player health and fitness, and how teams draft, sign, and trade players. In this review,…

应用统计 · 统计学 2020-07-22 Zachary Terner , Alexander Franks