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Game AI

How might we use novel AI techniques including machine learning and decision search to create more effective and engaging game agents and understand human behaviour in games? 


Project areas include:

  • AI agents that play games using Deep Reinforcement Learning and Statistical forward planning

  • AI agents as non-player characters

  • General Video Game AI - AI that can be transferred between video games

  • AI agents for game balancing and Quality Assurance testing

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

Dr Piers Williams

Dr Piers Williams

iGGi Alum

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Game AI

Ruizhe "Jay" Yu Xia

Ruizhe "Jay" Yu Xia

iGGi PG Researcher

Available for post-PhD position

Game AI, Game Data

Dr Oliver Withington

Dr Oliver Withington

iGGi Alum

Available for post-PhD position

Game AI, Creative Computing, Design & Development

Peter York

Peter York

iGGi Alum

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Game AI, Esports

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

Evolving UCT alternatives for general video game playing

I Bravi

5th Workshop on General Intelligence in Game-Playing Agents, GIGA 2016

Sequence generation with a physiologically plausible model of handwriting and Recurrent Mixture Density Networks

D Berio, M Akten, FF Leymarie, M Grierson, R Plamondon

ICLR

Collaborative creativity with Monte-Carlo Tree Search and Convolutional Neural Networks

M Akten, M Grierson

arXiv preprint arXiv:1612.04876, 2016

General video game for 2 players: Framework and competition

RD Gaina, D Perez-Liebana, SM Lucas

2016 8th Computer Science and Electronic Engineering (CEEC), 186-191, 2016

Characterization and classification of adherent cells in monolayer culture using automated tracking and evolutionary algorithms

Z Zhang, M Bedder, SL Smith, D Walker, S Shabir, J Southgate

Biosystems 146, 110-121, 2016

Noise reduction and targeted exploration in imitation learning for abstract meaning representation parsing

J Goodman, A Vlachos, J Naradowsky

Proceedings of the 54th annual meeting of the association for computational …, 2016

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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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