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From sports to science, the recent availability of large-scale data has allowed to gain insights on the drivers of human innovation and success in a variety of domains. Here we quantify human performance in the popular game of chess by…

Physics and Society · Physics 2022-07-19 Sandeep Chowdhary , Iacopo Iacopini , Federico Battiston

Online streaming is an emerging market that address much attention. Assessing gaming skills from videos is an important task for streaming service providers to discover talented gamers. Service providers require the information to offer…

Machine Learning · Computer Science 2023-07-25 Longxiang Zhang , Wenping Wang

While esports organizations are increasingly adopting practices of conventional sports teams, such as dedicated analysts and data-driven decision-making, video-based game review is still the primary mode of game analysis. In conventional…

Human-Computer Interaction · Computer Science 2022-07-29 Peter Xenopoulos , Joao Rulff , Claudio Silva

This study explores strategic considerations in professional golf's Match Play format, challenging the conventional focus on individual performance. Leveraging PGA Tour data, we investigate the impact of factoring in an adversary's…

Optimization and Control · Mathematics 2024-04-05 Nishad Wajge , Gautier Stauffer

We compare complex networks built from the game of go and obtained from databases of human-played games with those obtained from computer-played games. Our investigations show that statistical features of the human-based networks and the…

Social and Information Networks · Computer Science 2017-11-16 C. Coquidé , B. Georgeot , O. Giraud

Evaluating sports players based on their performance shares core challenges with evaluating healthcare providers based on patient outcomes. Drawing on recent advances in healthcare provider profiling, we cast sports player evaluation within…

Applications · Statistics 2026-02-27 Herbert P. Susmann , Antonio D'Alessandro

Recent developments in video analysis of sports and computer vision techniques have achieved significant improvements to enable a variety of critical operations. To provide enhanced information, such as detailed complex analysis in sports…

Computer Vision and Pattern Recognition · Computer Science 2022-05-02 Banoth Thulasya Naik , Mohammad Farukh Hashmi , Neeraj Dhanraj Bokde

Electronic sports (esports) and research on this emerging field are interdisciplinary in nature. By extension, it is essential to understand how to standardize and structure training with the help of existing tools developed by years of…

Human-Computer Interaction · Computer Science 2024-10-10 Andrzej Białecki , Bartłomiej Michalak , Jan Gajewski

We process a large corpus of game records of the board game of Go and propose a way of extracting summary information on played moves. We then apply several basic data-mining methods on the summary information to identify the most…

Artificial Intelligence · Computer Science 2012-09-25 Petr Baudiš , Josef Moudřík

Teammate performance evaluation fundamentally shapes intervention design in video games. However, our current understanding stems primarily from competitive E-Sports contexts where individual performance directly impacts outcomes. This…

Human-Computer Interaction · Computer Science 2025-08-27 Kaushall Senthil Nathan , Jieun Lee , Derrick M. Wang , Geneva M. Smith , Eugene Kukshinov , Daniel Harley , Lennart E. Nacke

Esports gaming is an area in which videogame players need to cooperate and compete with each other, influencing their cognitive load, processing, stress, and social skills. Here it is unknown to which extent competitive videogame play using…

Human-Computer Interaction · Computer Science 2023-05-23 David Berga , Alexandre Pereda , Eleonora De Filippi , Arijit Nandi , Eulalia Febrer , Marta Reverte , Lautaro Russo

Technological advances have paved the way for collecting high-resolution network data in basketball, football, and other team-based sports. Such data consist of interactions among players of competing teams indexed by space and time.…

Applications · Statistics 2024-02-14 Nicholas Grieshop , Yong Feng , Guanyu Hu , Michael Schweinberger

The meteoric rise of online games has created a need for accurate skill rating systems for tracking improvement and fair matchmaking. Although many skill rating systems are deployed, with various theoretical foundations, less work has been…

Artificial Intelligence · Computer Science 2024-10-07 Mikel Bober-Irizar , Naunidh Dua , Max McGuinness

While AI systems have equaled or surpassed human performance in a wide variety of games such as Chess, Go, or Dota 2, describing these systems as truly "human-like" remains far-fetched. Despite their success, they fail to replicate the…

Artificial Intelligence · Computer Science 2025-07-09 Aloïs Rautureau , Éric Piette

Go gaming is a struggle for territory control between rival, black and white, stones on a board. We model the Go dynamics in a game by means of the Ising model whose interaction coefficients reflect essential rules and tactics employed in…

Artificial Intelligence · Computer Science 2017-10-23 Matías Alvarado , Arturo Yee , Carlos Villarreal

Global Positioning Systems (GPS) are nowadays intensively used in Sport Science as they permit to capture the space-time trajectories of players, with the aim to infer useful information to coaches in addition to traditional statistics. In…

Applications · Statistics 2017-07-05 Rodolfo Metulini , Marica Manisera , Paola Zuccolotto

Competitive online games use rating systems for matchmaking; progression-based algorithms that estimate the skill level of players with interpretable ratings in terms of the outcome of the games they played. However, the overall experience…

Machine Learning · Computer Science 2022-07-04 Arman Dehpanah , Muheeb Faizan Ghori , Jonathan Gemmell , Bamshad Mobasher

The outputs of win probability models are often used to evaluate player actions. However, in some sports, such as the popular esport Counter-Strike, there exist important team-level decisions. For example, at the beginning of each round in…

Computer Science and Game Theory · Computer Science 2021-09-28 Peter Xenopoulos , Bruno Coelho , Claudio Silva

League of Legends (LoL) has been a dominant esport for a decade, yet the inherent complexity of the game has stymied the creation of analytical measures of player skill and performance. Current industry standards are limited to…

Applications · Statistics 2024-05-07 Amy X. Zhang , Parth Naidu

Data analytics in sports is crucial to evaluate the performance of single players and the whole team. The literature proposes a number of tools for both offence and defence scenarios. Data coming from tracking location of players, in this…

Applications · Statistics 2019-06-28 Tullio Facchinetti , Rodolfo Metulini , Paola Zuccolotto