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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:

Oliver Withington

Oliver Withington

iGGi PG Researcher

Available for post-PhD position

Game AI, Creative Computing, Design & Development

Ruizhe "Jay" Yu Xia

Ruizhe "Jay" Yu Xia

iGGi PG Researcher

Available for placement

Game AI, Game Data

Dr Yongxin Yang

Dr Yongxin Yang

Supervisor

Game AI, Applied Games, Game Data

Dr Shanxin Yuan

Dr Shanxin Yuan

Supervisor

Creative Computing, Immersive Technology, Applied Games, Game AI, Player Research

Peter York

Peter York

iGGi Alum

Game AI, Esports

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

The Graph Cut Kernel for Ranked Data

M Conserva, MP Deisenroth, KSS Kumar

Transactions on Machine Learning Research, 2022

An Exploratory Analysis of Student Experiences with Peer Evaluation in Group Game Development Projects

A Mitchell, M Scott, J Walton-Rivers, M Watkins, W New, D Brown

UKICER2022: The United Kingdom and Ireland Computing Education Research Conference, 2022

The Dark Side of Game Jams

N Wearn, G Lai

Game Jams-History, Technology, and Organisation, 95-106, 2022

Multi-Source Transfer Learning for Deep Model-Based Reinforcement Learning

R Sasso, M Sabatelli, MA Wiering

Transactions on Machine Learning Research, 2022

Visualising Generative Spaces Using Convolutional Neural Network Embeddings

O Withington, L Tokarchuk

arXiv preprint arXiv:2210.17464, 2022

TAG: Pandemic Competition

RD Gaina, M Balla

2022 IEEE Conference on Games (CoG), 552-559, 2022

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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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