Computational Synthesis and Creative Systems

Procedural Content Generation in Games

Authors: Shaker, Noor, Togelius, Julian, Nelson, Mark J.

  • Procedural Content Generation (PCG) in games is the automatic or computer-assisted generation of content such as levels, landscapes, items, rules, and quests
  • Content class- and industry-tested by leading game developers
  • Hot topic in game development and development and academic game research
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eBook $39.99
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  • ISBN 978-3-319-42716-4
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  • Immediate eBook download after purchase
Hardcover $49.99
price for USA
  • ISBN 978-3-319-42714-0
  • Free shipping for individuals worldwide
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About this Textbook

This book presents the most up-to-date coverage of procedural content generation (PCG) for games, specifically the procedural generation of levels, landscapes, items, rules, quests, or other types of content. Each chapter explains an algorithm type or domain, including fractal methods, grammar-based methods, search-based and evolutionary methods, constraint-based methods, and narrative, terrain, and dungeon generation. 

The authors are active academic researchers and game developers, and the book is appropriate for undergraduate and graduate students of courses on games and creativity; game developers who want to learn new methods for content generation; and researchers in related areas of artificial intelligence and computational intelligence.

About the authors

Noor Shaker is a postdoctoral researcher in the Center for Applied Game Research in the Dept. of Architecture, Design and Media Technology of Aalborg University Copenhagen (AAU CPH). She was previously a postdoctoral researcher at the Center for Computer Games Research, IT University of Copenhagen. She is the chair of the IEEE CIS Task Force on Player Modeling. Her research interests include player modeling, procedural content generation, computational creativity, affective computing, and player behavior imitation.

Julian Togelius is an associate professor in the Dept. of Computer Science and Engineering of New York University, and a codirector of the NYU Game Innovation Lab. He was previously an Associate Professor at the Center for Computer Games Research, IT University of Copenhagen. He works on all aspects of computational intelligence and games and on selected topics in evolutionary computation and evolutionary reinforcement learning. His current main research directions involve search-based procedural content generation, game adaptation through player modelling, automatic game design, and fair and relevant benchmarking of game AI through competitions. He is a past chair of the IEEE CIS Technical Committee on Games, and an associate editor of the IEEE Trans. on Computational Intelligence and Games.

Mark J. Nelson is a senior research fellow at the MetaMakers Institute of Falmouth University, an institute dedicated to computational creativity and generative interactive entertainment. He was previously an Assistant Professor at the Center for Computer Games Research, IT University of Copenhagen. He works on AI-based design support for videogames (and other creative design domains), focusing on formalization of things such as game mechanics to enable automated analysis and generation. A long-time vision is an interactive, semiautomated CAD-style system for game prototyping. Prior to the IT University of Copenhagen, he was affiliated with the Expressive Intelligence Studio at the University of California, Santa Cruz, and the School of Interactive Computing at Georgia Institute of Technology.

Table of contents (12 chapters)

  • Introduction

    Togelius, Julian (et al.)

    Pages 1-15

  • The search-based approach

    Togelius, Julian (et al.)

    Pages 17-30

  • Constructive generation methods for dungeons and levels

    Shaker, Noor (et al.)

    Pages 31-55

  • Fractals, noise and agents with applications to landscapes

    Shaker, Noor (et al.)

    Pages 57-72

  • Grammars and L-systems with applications to vegetation and levels

    Togelius, Julian (et al.)

    Pages 73-98

Buy this book

eBook $39.99
price for USA (gross)
  • ISBN 978-3-319-42716-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $49.99
price for USA
  • ISBN 978-3-319-42714-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Procedural Content Generation in Games
Authors
Series Title
Computational Synthesis and Creative Systems
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-42716-4
DOI
10.1007/978-3-319-42716-4
Hardcover ISBN
978-3-319-42714-0
Series ISSN
2509-6575
Edition Number
1
Number of Pages
XVI, 237
Number of Illustrations and Tables
46 b/w illustrations, 57 illustrations in colour
Topics