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Exploring Representation in Evolutionary Level Design (Paperback)
Loot Price: R1,526
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Exploring Representation in Evolutionary Level Design (Paperback)
Series: Synthesis Lectures on Games and Computational Intelligence
Expected to ship within 10 - 15 working days
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Automatic content generation is the production of content for
games, web pages, or other purposes by procedural means.
Search-based automatic content generation employs search-based
algorithms to accomplish automatic content generation. This book
presents a number of different techniques for search-based
automatic content generation where the search algorithm is an
evolutionary algorithm. The chapters treat puzzle design, the
creation of small maps or mazes, the use of L-systems and a
generalization of L-system to create terrain maps, the use of
cellular automata to create maps, and, finally, the decomposition
of the design problem for large, complex maps culminating in the
creation of a map for a fantasy game module with designersupplied
content and tactical features. The evolutionary algorithms used for
the different types of content are generic and similar, with the
exception of the novel sparse initialization technique are
presented in Chapter 2. The points where the content generation
systems vary are in the design of their fitness functions and in
the way the space of objects being searched is represented. A large
variety of different fitness functions are designed and explained,
and similarly radically different representations are applied to
the design of digital objects all of which are, essentially, maps
for use in games.
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