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Multiplayer Online Battle Arena (MOBA) games have received increasing popularity recently. In a match of such games, players compete in two teams of five, each controlling an in-game avatars, known as heroes, selected from a roster of more…

Artificial Intelligence · Computer Science 2018-06-27 Zhengxing Chen , Truong-Huy D Nguyen , Yuyu Xu , Chris Amato , Seth Cooper , Yizhou Sun , Magy Seif El-Nasr

Hero drafting is essential in MOBA game playing as it builds the team of each side and directly affects the match outcome. State-of-the-art drafting methods fail to consider: 1) drafting efficiency when the hero pool is expanded; 2) the…

Artificial Intelligence · Computer Science 2021-08-06 Sheng Chen , Menghui Zhu , Deheng Ye , Weinan Zhang , Qiang Fu , Wei Yang

This paper presents a personalized character recommendation system for Multiplayer Online Battle Arena (MOBA) games which are considered as one of the most popular online video game genres around the world. When playing MOBA games, players…

Artificial Intelligence · Computer Science 2022-04-28 Hojoon Lee , Dongyoon Hwang , Hyunseung Kim , Byungkun Lee , Jaegul Choo

Drafting in Magic the Gathering is a sub-game within a larger trading card game, where several players progressively build decks by picking cards from a common pool. Drafting poses an interesting problem for game and AI research due to its…

Artificial Intelligence · Computer Science 2021-04-06 Henry N. Ward , Daniel J. Brooks , Dan Troha , Bobby Mills , Arseny S. Khakhalin

MOBA games, e.g., Honor of Kings, League of Legends, and Dota 2, pose grand challenges to AI systems such as multi-agent, enormous state-action space, complex action control, etc. Developing AI for playing MOBA games has raised much…

MOBA (Multiplayer Online Battle Arena) games require a delicate interplay of strategic planning and real-time decision-making, particularly in professional esports, where players exhibit varying levels of skill and strategic insight. While…

Human-Computer Interaction · Computer Science 2025-03-13 Ruofei Ma , Yu Zhao , Yuheng Shao , Yunjie Yao , Quan Li

Successful analysis of player skills in video games has important impacts on the process of enhancing player experience without undermining their continuous skill development. Moreover, player skill analysis becomes more intriguing in…

Social and Information Networks · Computer Science 2018-06-27 Zhengxing Chen , Yizhou Sun , Magy Seif El-nasr , Truong-Huy D. Nguyen

We study the reinforcement learning problem of complex action control in the Multi-player Online Battle Arena (MOBA) 1v1 games. This problem involves far more complicated state and action spaces than those of traditional 1v1 games, such as…

League of Legends (LoL) is the most widely played multiplayer online battle arena (MOBA) game in the world. An important aspect of LoL is competitive ranked play, which utilizes a skill-based matchmaking system to form fair teams. However,…

Machine Learning · Computer Science 2021-08-09 Tiffany D. Do , Seong Ioi Wang , Dylan S. Yu , Matthew G. McMillian , Ryan P. McMahan

The multiplayer online battle arena (MOBA) games have become increasingly popular in recent years. Consequently, many efforts have been devoted to providing pre-game or in-game predictions for them. However, these works are limited in the…

Artificial Intelligence · Computer Science 2022-03-29 Zelong Yang , Yan Wang , Piji Li , Shaobin Lin , Shuming Shi , Shao-Lun Huang , Wei Bi

Multiplayer Online Battle Arenas (MOBAs) have garnered a substantial player base worldwide. Nevertheless, the presence of noxious players, commonly referred to as "actors", can significantly compromise game fairness by exhibiting negative…

Human-Computer Interaction · Computer Science 2023-07-20 Zhihua Jin , Gaoping Huang , Zixin Chen , Shiyi Liu , Yang Chao , Zhenchuan Yang , Quan Li , Huamin Qu

Recently, many researchers have made successful progress in building the AI systems for MOBA-game-playing with deep reinforcement learning, such as on Dota 2 and Honor of Kings. Even though these AI systems have achieved or even exceeded…

Many enthusiasts and experts publish forecasts of the order players are drafted into professional sports leagues, known as mock drafts. Using a novel dataset of mock drafts for the National Basketball Association (NBA), we analyze authors'…

Applications · Statistics 2024-08-28 Jared D. Fisher , Colin Montague

Digital games have become a key player in the entertainment industry, attracting millions of new players each year. In spite of that, novice players may have a hard time when playing certain types of games, such as MOBAs and MMORPGs, due to…

Artificial Intelligence · Computer Science 2017-06-12 Victor do Nascimento Silva , Luiz Chaimowicz

ELO rating system is proposed by Arpad Elo, a Hungarian-American physics professor. Originally, it was proposed for the ranking system of chess players, but it was soon adapted to many other zero-sum sports fields like football, baseball,…

Human-Computer Interaction · Computer Science 2023-10-24 Yuhan Song

Modeling the strategic behavior of agents in a real-world multi-agent system using existing state-of-the-art computational game-theoretic tools can be a daunting task, especially when only the actions taken by the agents can be observed.…

Computer Science and Game Theory · Computer Science 2025-01-20 Boshen Wang , Luis E. Ortiz

Esports has emerged as a popular genre for players as well as spectators, supporting a global entertainment industry. Esports analytics has evolved to address the requirement for data-driven feedback, and is focused on cyber-athlete…

Artificial Intelligence · Computer Science 2017-11-20 Victoria Hodge , Sam Devlin , Nick Sephton , Florian Block , Anders Drachen , Peter Cowling

Competitive online games use rating systems to match players with similar skills to ensure a satisfying experience for players. In this paper, we focus on the importance of addressing different aspects of playing behavior when modeling…

Computer Science and Game Theory · Computer Science 2021-12-09 Arman Dehpanah , Muheeb Faizan Ghori , Jonathan Gemmell , Bamshad Mobasher

The multiplayer online battle arena (MOBA) genre has gained significant popularity and economic success, attracting considerable research interest within the Human-Computer Interaction community. Enhancing the gaming experience requires a…

Human-Computer Interaction · Computer Science 2024-07-01 Ge Fan , Chaoyun Zhang , Kai Wang , Yingjie Li , Junyang Chen , Zenglin Xu

Drafting, i.e., the selection of a subset of items from a larger candidate set, is a key element of many games and related problems. It encompasses team formation in sports or e-sports, as well as deck selection in many modern card games.…

Artificial Intelligence · Computer Science 2021-08-20 Timo Bertram , Johannes Fürnkranz , Martin Müller
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