Design and Analysis of Learning Classifier Systems (eBook, PDF)
Jan Drugowitsch
eBook, PDF

Design and Analysis of Learning Classifier Systems (eBook, PDF)

A Probabilistic Approach

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This book provides a comprehensive introduction to the design and analysis of Learning Classifier Systems (LCS) from the perspective of machine learning. LCS are a family of methods for handling unsupervised learning, supervised learning and sequential decision tasks by decomposing larger problem spaces into easy-to-handle subproblems. Contrary to commonly approaching their design and analysis from the viewpoint of evolutionary computation, this book instead promotes a probabilistic model-based approach, based on their defining question "What is an LCS supposed to learn?". Systematically follo...

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