Systems that learn :

Systems that learn : an introduction to learning theory / Sanjay Jain [and others]. - 2nd ed. - Cambridge, Mass. : MIT Press, �1999. - 1 online resource (xii, 317 pages) : illustrations. - Learning, development, and conceptual change . - Learning, development, and conceptual change. .

"A Bradford book."

Includes bibliographical references (pages 289-302) and indexes.

Empirical inquiry -- Paradigms -- Some simple paradigms -- Formalities -- Identification -- Languages as theoretically possible realities -- Language identification: Hypotheses, data -- Language identification: Scientists -- Language identification: Scientific success -- Identification as a limiting process -- Characterization of identifiable -- Some alternative paradigms -- Memory-limited scientists -- Second paradigm: Identification of functions -- Characterization of identifiable -- Exercises -- Identification by Computable Scientists -- Language identification by computable scientist -- Function identification by computable scientist -- Parameterized scientists -- Exact identification -- Fundamental Paradigms Generalized -- Strategies for Learning -- Strategies for language identification: Introduction -- Constraints on potential conjectures -- Constraints on the use of information -- Constraint on convergence -- Constraints on the relation between conjectures -- Strategies for function identification -- Criteria of Learning -- Criteria for function identification -- Criteria of language identification -- Inference of Approximations -- Approximations -- Approximate explanatory identification -- Uniform approximate explanatory identification -- Environments -- Inaccurate data -- Texts with additional structure -- Multiple texts -- Part III: Additional Topics -- Team and Probabilistic Learning -- Motivation for identification by teams -- Team identification of functions -- Identification by probabilistic scientists.

0585108129 9780585108124 9780262100779 0262100770


Learning--Mathematical aspects.
Learning, Psychology of.
Human information processing--Mathematical models.
SCIENCE--Cognitive Science.
PSYCHOLOGY--Cognitive Psychology.
Learning--Mathematical aspects.
Learning, Psychology of.
Human information processing--Mathematical models.
Leertheorie�en.
Human information processing--Mathematical models.
Learning, Psychology of.


Electronic books.

BF318 / .O83 1999eb

153.1/5/015113
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