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Forecasting stock market prices remains a complex challenge for traders, analysts, and engineers due to the multitude of factors that influence price movements. Recent advancements in artificial intelligence (AI) and natural language…

统计金融 · 定量金融 2024-11-12 Kaushal Attaluri , Mukesh Tripathi , Srinithi Reddy , Shivendra

Estimating win probability is one of the classic modeling tasks of sports analytics. Many widely used win probability estimators use machine learning to fit the relationship between a binary win/loss outcome variable and certain game-state…

统计方法学 · 统计学 2025-08-21 Ryan S. Brill , Ronald Yurko , Abraham J. Wyner

We consider clustering player behavior and learning the optimal team composition for multiplayer online games. The goal is to determine a set of descriptive play style groupings and learn a predictor for win/loss outcomes. The predictor…

社会与信息网络 · 计算机科学 2015-03-10 Hao Yi Ong , Sunil Deolalikar , Mark Peng

Cricket, a popular bat-and-ball game in South Asia, is played between two 11-player teams. The Pakistan Super League (PSL) is a commercial T20 domestic league comprised of six franchise-owned teams, where player selection is competitive. In…

社会与信息网络 · 计算机科学 2024-10-21 Abeer Khan , Maria Hunaid Samiwala , Abeeha Zawar , Muhammad Qasim Pasta , Shah Jamal Alam

In recent days, the number of technology enthusiasts is increasing day by day with the prevalence of technological products and easy access to the internet. Similarly, the amount of people working behind this rapid development is rising…

机器学习 · 计算机科学 2023-02-14 Md Mahbubur Rahman , Badhan Chandra Das , Al Amin Biswas , Md. Musfique Anwar

In this paper, we try to predict the winning team of a match in the multiplayer eSports game Dota 2. To address the weaknesses of previous work, we consider more aspects of prior (pre-match) features from individual players' match history,…

应用统计 · 统计学 2017-01-17 Yifan Yang , Tian Qin , Yu-Heng Lei

Strategy iteration is a technique frequently used for two-player games in order to determine the winner or compute payoffs, but to the best of our knowledge no general framework for strategy iteration has been considered. Inspired by…

计算机科学中的逻辑 · 计算机科学 2022-12-14 Paolo Baldan , Richard Eggert , Barbara König , Tommaso Padoan

Diabetes has emerged as a significant global health issue, especially with the increasing number of cases in many countries. This trend Underlines the need for a greater emphasis on early detection and proactive management to avert or…

机器学习 · 计算机科学 2025-06-16 Mowafaq Salem Alzboon , Muhyeeddin Alqaraleh , Mohammad Subhi Al-Batah

A myriad of different data are generated to characterize a soccer match. Here we discuss which performance indicators are particularly helpful to forecast the future results of a team via an estimation of the underlying team strengths with…

物理与社会 · 物理学 2020-03-10 Andreas Heuer

Artificial Intelligence (AI ) has been very successful in creating and predicting music playlists for online users based on their data; data received from users experience using the app such as searching the songs they like. There are lots…

信息检索 · 计算机科学 2021-12-21 Marissa Baxter , Lisa Ha , Kirill Perfiliev , Natalie Sayre

Converting betting odds into accurate outcome probabilities is a fundamental challenge in order to use betting odds as a benchmark for sports forecasting and market efficiency analysis. In this study, we propose two methods to overcome the…

机器学习 · 统计学 2026-04-21 Kaito Goto , Naoya Takeishi , Takehisa Yairi

In this paper, we model one-day international cricket games as Markov processes, applying forward and inverse Reinforcement Learning (RL) to develop three novel tools for the game. First, we apply Monte-Carlo learning to fit a nonlinear…

机器学习 · 计算机科学 2021-03-09 Manohar Vohra , George S. D. Gordon

STV and ranked pairs (RP) are two well-studied voting rules for group decision-making. They proceed in multiple rounds, and are affected by how ties are broken in each round. However, the literature is surprisingly vague about how ties…

人工智能 · 计算机科学 2018-05-21 Jun Wang , Sujoy Sikdar , Tyler Shepherd , Zhibing Zhao , Chunheng Jiang , Lirong Xia

This work presents an analysis of the Duckworth-Lewis-Stern (DLS) method for One Day International (ODI) cricket matches. The accuracy of the DLS method is compared against various supervised learning algorithms for result prediction. The…

机器学习 · 计算机科学 2021-06-02 Kumail Abbas , Sajjad Haider

The research paper empirically investigates several machine learning algorithms to forecast stock prices depending on insider trading information. Insider trading offers special insights into market sentiment, pointing to upcoming changes…

机器学习 · 计算机科学 2025-07-08 Amitabh Chakravorty , Nelly Elsayed

In most popular sports leagues, like the MLB, NBA, and NFL, none of the commonly used statistics take into account the strengths of the opponents a player faces. One of the main reasons for this is the conventional belief that a player's…

应用统计 · 统计学 2022-06-22 Francis Liu

The ability to predict what shot a batsman will attempt given the type of ball and match situation is both one of the most challenging and strategically important tasks in cricket. The goal of the batsman is to score as many runs without…

In this article we revise the football's performance score called PlayeRank, designed and evaluated by Pappalardo et al.\ in 2019. First, we analyze the weights extracted from the Linear Support Vector Machine (SVM) that solves the…

机器学习 · 计算机科学 2024-10-29 Louise Schmidt , Cristian Lillo , Javier Bustos

Many uncontrollable disease outbreaks of the past exposed several vulnerabilities in the healthcare systems worldwide. While advancements in technology assisted in the rapid creation of the vaccinations, there needs to be a pressing focus…

机器学习 · 计算机科学 2024-10-29 Chaitya Shah , Kashish Gandhi , Javal Shah , Kreena Shah , Nilesh Patil , Kiran Bhowmick

American football is an increasingly popular sport, with a growing audience in many countries in the world. The most watched American football league in the world is the United States' National Football League (NFL), where every offensive…

机器学习 · 统计学 2021-09-17 Gustavo Pompeu da Silva , Rafael de Andrade Moral