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portada Machine Learning of Inductive Bias
Type
Physical Book
Publisher
Language
English
Pages
166
Format
Paperback
Dimensions
23.4x15.6x1 cm
Weight
0.27 kg.
ISBN13
9781461294085

Machine Learning of Inductive Bias

Paul E. Utgoff (Author) · Springer · Paperback

Machine Learning of Inductive Bias - Utgoff, Paul E.

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Synopsis "Machine Learning of Inductive Bias"

This book is based on the author's Ph.D. dissertation[56]. The the- sis research was conducted while the author was a graduate student in the Department of Computer Science at Rutgers University. The book was pre- pared at the University of Massachusetts at Amherst where the author is currently an Assistant Professor in the Department of Computer and Infor- mation Science. Programs that learn concepts from examples are guided not only by the examples (and counterexamples) that they observe, but also by bias that determines which concept is to be considered as following best from the ob- servations. Selection of a concept represents an inductive leap because the concept then indicates the classification of instances that have not yet been observed by the learning program. Learning programs that make undesir- able inductive leaps do so due to undesirable bias. The research problem addressed here is to show how a learning program can learn a desirable inductive bias.

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