Statistical Mechanics of Learning
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Review
'... recommended both to students of the subjects artificial intelligence, statistics, of interdisciplinary subjects in psychology and philosophy, and to scientists and applied researchers interested in concepts of intelligent learning processes.' Zentralblatt für Mathematik und ihre Grenzgebiete Mathematics Abstracts
Book Description
The effort to build machines that are able to learn and undertake tasks such as datamining, image processing and pattern recognition has led to the development of artificial neural networks in which learning from examples may be described and understood. The contribution to this subject made over the past decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics, and include many examples and exercises.
Statistical Mechanics of Learning
Statistical Mechanics of Learning,A. Engel,C. Van den Broeck,Cambridge University Press,0521774799,Artificial Intelligence - General,Artificial intelligence,Computer Books: General,Computers,Computers - General Information,General,Learning,Neural networks (Computer scie,Neural networks (Computer science),Physics,Probability & Statistics - General,Psychology,Computers / General,Mathematical theory of computation
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