Procedural Content Generation via Machine Learning: An Overview - Softcover

Guzdial, Matthew; Snodgrass, Sam; Summerville, Adam J

 
9783031167201: Procedural Content Generation via Machine Learning: An Overview

Synopsis

Introduction.- Classical PCG.- An Introduction of ML Through PCG.- PCGML Process Overview.- Constraint-based PCGML Approaches.- Probabilistic PCGML Approaches.- Neural Networks: Introduction.- Sequence-based DNN PCGML.- Grid-based DNN PCGML.- Reinforcement Learning PCG.- Mixed-Initiative PCGML.- Open Problems.- Resource and Conclusions.

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9783031167188: Procedural Content Generation via Machine Learning: An Overview (Synthesis Lectures on Games and Computational Intelligence)

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ISBN 10:  303116718X ISBN 13:  9783031167188
Publisher: Springer, 2022
Hardcover