Neural network design and the complexity of learning / (Record no. 2866671)

MARC details
000 -LEADER
fixed length control field 06450cam a2201009Ma 4500
001 - CONTROL NUMBER
control field ocm47009743
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control field OCoLC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20220712161759.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS--GENERAL INFORMATION
fixed length control field m o d
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cn|||||||||
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 010322s1990 maua ob 001 0 eng d
010 ## - LIBRARY OF CONGRESS CONTROL NUMBER
LC control number 89313418
040 ## - CATALOGING SOURCE
Original cataloging agency N$T
Language of cataloging eng
Description conventions pn
Transcribing agency N$T
Modifying agency OCL
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016 ## - NATIONAL BIBLIOGRAPHIC AGENCY CONTROL NUMBER
Record control number 000006777903
Source AU
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020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 0585359342
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780585359342
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 0262276550
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262276559
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 0262100452
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Cancelled/invalid ISBN 9780262100458
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262519243
Qualifying information (print)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 0262519240
029 1# - (OCLC)
OCLC library identifier AU@
System control number 000051284726
029 1# - (OCLC)
OCLC library identifier AU@
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OCLC library identifier DEBBG
System control number BV042508823
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OCLC library identifier DEBBG
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OCLC library identifier DEBSZ
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OCLC library identifier GBVCP
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035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)47009743
Canceled/invalid control number (OCoLC)827012851
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037 ## - SOURCE OF ACQUISITION
Stock number 4932
Source of stock number/acquisition MIT Press
037 ## - SOURCE OF ACQUISITION
Stock number 9780262276559
Source of stock number/acquisition MIT Press
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number QA76.5
Item number .J83 1990eb
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 005030
Source bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code COM
Subject category code subdivision 004000
Source bisacsh
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.3
Edition number 20
084 ## - OTHER CLASSIFICATION NUMBER
Classification number 54.32
Source of number bcl
084 ## - OTHER CLASSIFICATION NUMBER
Classification number 54.72
Source of number bcl
049 ## - LOCAL HOLDINGS (OCLC)
Holding library MAIN
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Judd, J. Stephen.
9 (RLIN) 1321712
245 10 - TITLE STATEMENT
Title Neural network design and the complexity of learning /
Statement of responsibility, etc J. Stephen Judd.
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Cambridge, Mass. :
Name of publisher, distributor, etc MIT Press,
Date of publication, distribution, etc ©1990.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (150 pages) :
Other physical details illustrations.
336 ## -
-- text
-- txt
-- rdacontent
337 ## -
-- computer
-- c
-- rdamedia
338 ## -
-- online resource
-- cr
-- rdacarrier
490 1# - SERIES STATEMENT
Series statement Neural network modeling and connectionism
500 ## - GENERAL NOTE
General note "A Bradford book."
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references (pages 137-143) and index.
505 2# - FORMATTED CONTENTS NOTE
Formatted contents note 1. Neural networks: hopes, problems, and goals -- 2. The loading problem -- 3. Other studies of learning -- 4. The intractability of loading -- 5. Subcases -- 6. Shallow architectures -- 7. Memorization and generalization -- 8. Conclusion.
520 3# - SUMMARY, ETC.
Summary, etc "Using the tools of complexity theory, Stephen Judd develops a formal description of associative learning in connectionist networks. He rigorously exposes the computational difficulties in training neural networks and explores how certain design principles will or will not make the problems easier. Judd looks beyond the scope of any one particular learning rule, at a level above the details of neurons. There he finds new issues that arise when great numbers of neurons are employed and he offers fresh insights into design principles that could guide the construction of artificial and biological neural networks. The first part of the book describes the motivations and goals of the study and relates them to current scientific theory. It provides an overview of the major ideas, formulates the general learning problem with an eye to the computational complexity of the task, reviews current theory on learning, relates the book's model of learning to other models outside the connectionist paradigm, and sets out to examine scale-up issues in connectionist learning. Later chapters prove the intractability of the general case of memorizing in networks, elaborate on implications of this intractability and point out several corollaries applying to various special subcases. Judd refines the distinctive characteristics of the difficulties with families of shallow networks, addresses concerns about the ability of neural networks to generalize, and summarizes the results, implications, and possible extensions of the work. J. Stephen Judd is Visiting Assistant Professor of Computer Science at The California Institute of Technology. Neural Network Design and the Complexity of Learning is included in the Network Modeling and Connectionism series edited by Jeffrey Elman."
588 0# -
-- Print version record.
546 ## - LANGUAGE NOTE
Language note English.
506 ## - RESTRICTIONS ON ACCESS NOTE
Terms governing access Purchased with a license for 1 simultaneous UFV user.
590 ## - LOCAL NOTE (RLIN)
Local note eBooks on EBSCOhost
Provenance (VM) [OBSOLETE] EBSCO eBook Subscription Academic Collection - Worldwide
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Neural computers.
9 (RLIN) 351992
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computational complexity.
9 (RLIN) 72785
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence.
9 (RLIN) 2458
650 #2 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial Intelligence
9 (RLIN) 2458
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Ordinateurs neuronaux.
9 (RLIN) 870002
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Complexité de calcul (Informatique)
9 (RLIN) 868997
650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Intelligence artificielle.
9 (RLIN) 869534
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element artificial intelligence.
Source of heading or term aat
9 (RLIN) 2458
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Enterprise Applications
-- Business Intelligence Tools.
Source of heading or term bisacsh
9 (RLIN) 854194
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element COMPUTERS
General subdivision Intelligence (AI) & Semantics.
Source of heading or term bisacsh
9 (RLIN) 855104
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial intelligence.
Source of heading or term fast
-- (OCoLC)fst00817247
9 (RLIN) 2458
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computational complexity.
Source of heading or term fast
-- (OCoLC)fst00871991
9 (RLIN) 72785
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Neural computers.
Source of heading or term fast
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9 (RLIN) 351992
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Neurale netwerken.
Source of heading or term gtt
9 (RLIN) 1134510
650 17 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine-learning.
Source of heading or term gtt
9 (RLIN) 1304153
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computer Science.
Source of heading or term hilcc
9 (RLIN) 57974
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Engineering & Applied Sciences.
Source of heading or term hilcc
9 (RLIN) 848960
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Réseaux neuronaux.
Source of heading or term ram
9 (RLIN) 1321713
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term COGNITIVE SCIENCES/General
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term NEUROSCIENCE/General
655 #0 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Display text Print version:
Main entry heading Judd, J. Stephen.
Title Neural network design and the complexity of learning.
Place, publisher, and date of publication Cambridge, Mass. : MIT Press, ©1990
International Standard Book Number 0262100452
Record control number (DLC) 89013418
-- (OCoLC)20489607
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Neural network modeling and connectionism.
9 (RLIN) 1291124
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=49066">https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=49066</a>
938 ## -
-- Internet Archive
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938 ## -
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-- EBLB
-- EBL5966066
938 ## -
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-- IEEE
-- 6267404
994 ## -
-- 92
-- INOPJ
Holdings
Withdrawn status Lost status Damaged status Not for loan Collection code Home library Current library Date acquired Total Checkouts Date last seen Price effective from Koha item type
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