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Game Data

How might we analyse the big data exhausts of games to support game developers and understand people inside and outside of games?


Project areas include:

  • Imitation Learning: Using game data from human players we can build AI opponents and team-mates to enhance multi-player games.

  • Comparative Analysis of Games: By comparing data across different games, developers can understand key factors underlying game genres or mechanics, leading to more successful future game designs.

  • Social Dynamics in Games: Studying data from multiplayer games can uncover fascinating insights about social dynamics and cooperation/competition among players.

  • Game Economics: In games with virtual economies, tracking and analysing economic data can help maintain balanced economies, which is crucial for player satisfaction and the longevity of the game.


iGGi >>> People <<< relevant to this Theme:

Florence Smith Nicholls

Florence Smith Nicholls

iGGi PG Researcher

Game AI, Creative Computing, Design & Development, Game Data

Prof. Alex Wade

Prof. Alex Wade

Supervisor

Player Research, Applied Games, Creative Computing, Game Data, Esports

Dr Poonam Yadav

Dr Poonam Yadav

Supervisor

Design & Development, Game Data, Esports

Dr David Zendle

Dr David Zendle

Supervisor

Game Data, Player Research

Sunny Thaicharoen

Sunny Thaicharoen

iGGi PG Researcher

Available for placement

Player Research, Game Data, Esports

Dr James Walker

Dr James Walker

Supervisor

Game AI, Game Data, Creative Computing, Esports

Dr Yongxin Yang

Dr Yongxin Yang

Supervisor

Game AI, Applied Games, Game Data

Dr Ozan Vardal

Dr Ozan Vardal

iGGi Alum

Design & Development, Game Data, Esports

Dr Andrew James Wood

Dr Andrew James Wood

Supervisor

Applied Games, Design & Development, Game Data

Ruizhe "Jay" Yu Xia

Ruizhe "Jay" Yu Xia

iGGi PG Researcher

Available for placement

Game AI, Game Data

iGGi >>> Publications <<< relevant to this Theme:

You Need to Pay Better Attention: Rethinking the Mathematics of Attention Mechanism

M Hosseini, P Hosseini

arXiv preprint arXiv:2403.01643, 2024

Beyond the Meta: Leveraging Game Design Parameters for Patch-Agnostic Esport Analitics

A Pedrassoli Chitayat, F Block, J Walker, A Drachen

AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 2023

Why Choose You?-Exploring Attitudes Towards Starter Pokémon

T Best, YJ Hsu

IFIP Conference on Human-Computer Interaction, p.595-601, 2023

Lon-ea at SemEval-2023 Task 11: A Comparison of Activation Functions for Soft and Hard Label Prediction

P Hosseini, M Hosseini, SS Al-Azzawi, M Liwicki, I Castro, M Purver

ACL International Workshop on Semantic Evaluation (SemEval) 2023, 1329-1334, 2023

PyTAG: Challenges and Opportunities for Reinforcement Learning in Tabletop Games

M Balla, GEM Long, D Jeurissen, J Goodman, RD Gaina, D Perez-Liebana

IEEE Conference on Games

An ecosystem framework for the meta in esport games

S Thaicharoen, J Gow, A Drachen

PsyArXiv

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The EPSRC Centre for Doctoral Training in Intelligent Games and Game Intelligence (iGGi) is a leading PhD research programme aimed at the Games and Creative Industries.

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