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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 Yu Xia

Ruizhe Yu Xia

iGGi PG Researcher

Available for placement

Game AI, Game Data

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

Videogame Correlates of Real Life Traits and Characteristics.

AV Kokkinakis

University of York, 2018

Utilising VIPER for Parameter Space Exploration in Agent Based Wealth Distribution Models

OJ Scholten, RJ Spick, KA Hawick

The Digital Centre, University of Hull

Deep unsupervised multi-view detection of video game stream highlights

C Ringer, MA Nicolaou

Proceedings of the 13th International Conference on the Foundations of Digital Games, 2018

Predicting skill learning in a large, longitudinal MOBA dataset

M Aung, V Bonometti, A Drachen, P Cowling, AV Kokkinakis, C Yoder, ...

2018 IEEE Conference on Computational Intelligence and Games (CIG), 1-7, 2018

Streaming behaviour: Live streaming as a paradigm for multi-view analysis of emotional and social signals

M Nicolaou, C Ringer

Goldsmiths, University of London, 2018

Temporal and spatial localization of prediction-error signals in the visual brain

P Johnston, J Robinson, A Kokkinakis, S Ridgeway, M Simpson, ...

Biological psychology 125, 45-57, 2017

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