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The informational complexity of learning : perspectives on neural networks and generative grammar

Author: Partha Niyogi
Publisher: Boston : Kluwer Academic Publishers, ©1998.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
Among other topics, The Informational Complexity of Learning: Perspectives on Neural Networks and Generative Grammar brings together two important but very different learning problems within the same analytical framework. The first concerns the problem of learning functional mappings using neural networks, followed by learning natural language grammars in the principles and parameters tradition of Chomsky. These two  Read more...
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Additional Physical Format: Online version:
Niyogi, Partha.
Informational complexity of learning.
Boston : Kluwer Academic Publishers, ©1998
(OCoLC)605399693
Online version:
Niyogi, Partha.
Informational complexity of learning.
Boston : Kluwer Academic Publishers, ©1998
(OCoLC)632103333
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Partha Niyogi
ISBN: 0792380819 9780792380818
OCLC Number: 37755233
Notes: Originally presented as the author's thesis (doctoral)--Massachusetts Institute of Technology.
Description: xxi, 224 pages ; 25 cm
Contents: 1. Introduction --
2. Generalization Error for Neural Nets --
3. Active Learning --
4. Language Learning --
5. Language Change --
6. Conclusions.
Responsibility: Partha Niyogi.
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Abstract:

Among other topics, The Informational Complexity of Learning: Perspectives on Neural Networks and Generative Grammar brings together two important but very different learning problems within the  Read more...

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