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Neural networks: tricks of the trade

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Bibliographic Details
Format:	Book
Language:	English
Published:	Berlin [u.a.] Springer 1998
Series:	Lecture notes in computer science 1524
Subjects:	Inteligencia artificial Neurale netwerken Réseaux neuronaux (Informatique) Réseaux neuronaux (informatique) - Congrès algorithmique représentation connaissance réseau neuronal série chronologique Neural networks (Computer science) Neuronales Netz Anwendung Aufsatzsammlung
Online Access:	Inhaltsverzeichnis
Physical Description:	VI, 432 S. graph. Darst.
ISBN:	3540653112

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MARC


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Record in the Search Index

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adam_text	TABLE OF CONTENTS INTRODUCTION ::::::::::::::::::::::::::::::::::::::::::::::::::::::: 1 SPEEDING LEARNING PREFACE ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 7 1 ECIEN T BACKPROP :::::::::::::::::::::::::::::::::::::::::::::: 9 YANN LECUN, LEON BOTTOU, GENEVIEVE B. ORR, AND KLAUS-ROBERT M ULLER REGULARIZATION TECHNIQUES TO IMPROVE GENERALIZATION PREFACE ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 51 2 EARLY STOPPING { BUT WHEN? ::::::::::::::::::::::::::::::::::::: 55 LUTZ PRECHELT 3 A SIMPLE TRICK FOR ESTIMATING THE WEIGHT DECAY PARAMETER :::::::::: 71 THORSTEINN S. ROGNVALDSSON 4 CONTROLING THE HYPERPARAMETER SEARCH IN MACKAY'S BAYESIAN NEURAL NETWORK FRAMEWORK ::::::::::::::::::::::::::::::::::::::::::::: 93 TONY PLATE 5 ADAPTIVE REGULARIZATION IN NEURAL NETWORK MODELING :::::::::::::::: 113 JAN LARSEN, CLAUS SVARER, LARS NONBOE ANDERSEN, AND LARS KAI HAN- SEN 6 LARGE ENSEMBLE AVERAGING ::::::::::::::::::::::::::::::::::::::: 133 DAVID HORN, URY NAFTALY, AND NATHAN INTRATOR IMPROVING NETWORK MODELS AND ALGORITHMIC TRICKS PREFACE ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 141 7 SQUARE UNIT AUGMENTED, RADIALLY EXTENDED, MULTILAYER PERCEPTRONS ::: 145 GARY WILLIAM FLAKE 8 A DOZEN TRICKS WITH MULTITASK LEARNING ::::::::::::::::::::::::::: 165 RICH CARUANA 9 SOLVING THE ILL-CONDITIONING IN NEURAL NETWORK LEARNING ::::::::::::: 193 PATRICK VAN DER SMAGT AND GERD HIRZINGER 10 CENTERING NEURAL NETWORK GRADIENT FACTORS :::::::::::::::::::::::: 207 NICOL N. SCHRAUDOLPH VI TABLE OF CONTENTS 11 AVOIDING ROUNDO ERROR IN BACKPROPAGATING DERIVATIVES ::::::::::::: 227 TONY PLATE REPRESENTING AND INCORPORATING PRIOR KNOWLEDGE IN NEU- RAL NETWORK TRAINING PREFACE ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 235 12 TRANSFORMATION INVARIANCE IN PATTERN RECOGNITION { TANGENT DISTANCE AND TANGENT PROPAGATION :::::::::::::::::::::::::::::::::::::::: 239 PATRICE Y. SIMARD, YANN A. LECUN, JOHN S. DENKER, AND BERNARD VICTORRI 13 COMBINING NEURAL NETWORKS AND CONTEXT-DRIVEN SEARCH FOR ON-LINE, PRINTED HANDWRITING RECOGNITION IN THE NEWTON :::::::::::::::::::: 275 LARRY S. YAEGER, BRANDYN J. WEBB, AND RICHARD F. LYON 14 NEURAL NETWORK CLASSICATION AND PRIOR CLASS PROBABILITIES :::::::::: 299 STEVE LAWRENCE, IAN BURNS, ANDREW BACK, AH CHUNG TSOI, AND C. LEE GI- LES 15 APPLYING DIVIDE AND CONQUER TO LARGE SCALE PATTERN RECOGNITION TASKS 315 J URGEN FRITSCH AND MICHAEL FINKE TRICKS FOR TIME SERIES PREFACE ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: 343 16 FORECASTING THE ECONOMY WITH NEURAL NETS: A SURVEY OF CHALLENGES AND SOLUTIONS ::::::::::::::::::::::::::::::::::::::::::::::::::: 347 JOHN MOODY 17 HOW TO TRAIN NEURAL NETWORKS ::::::::::::::::::::::::::::::::::: 373 RALPH NEUNEIER AND HANS GEORG ZIMMERMANN AUTHOR INDEX ::::::::::::::::::::::::::::::::::::::::::::::::: 425 SUBJECT INDEX ::::::::::::::::::::::::::::::::::::::::::::::::: 427
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callnumber-first	Q - Science
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dewey-full	006.3/2 006.3/221
dewey-hundreds	000 - Computer science, information, general works
dewey-ones	006 - Special computer methods
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spelling	Neural networks tricks of the trade Genevieve B. Orr ... (eds.) Berlin [u.a.] Springer 1998 VI, 432 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Lecture notes in computer science 1524 Inteligencia artificial larpcal Neurale netwerken gtt Réseaux neuronaux (Informatique) Réseaux neuronaux (informatique) - Congrès ram algorithmique inriac représentation connaissance inriac réseau neuronal inriac série chronologique inriac Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Anwendung (DE-588)4196864-5 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Neuronales Netz (DE-588)4226127-2 s DE-604 Anwendung (DE-588)4196864-5 s Orr, Genevieve B. Sonstige oth Lecture notes in computer science 1524 (DE-604)BV000000607 1524 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008308062&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Neural networks tricks of the trade Lecture notes in computer science Inteligencia artificial larpcal Neurale netwerken gtt Réseaux neuronaux (Informatique) Réseaux neuronaux (informatique) - Congrès ram algorithmique inriac représentation connaissance inriac réseau neuronal inriac série chronologique inriac Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd Anwendung (DE-588)4196864-5 gnd
subject_GND	(DE-588)4226127-2 (DE-588)4196864-5 (DE-588)4143413-4
title	Neural networks tricks of the trade
title_auth	Neural networks tricks of the trade
title_exact_search	Neural networks tricks of the trade
title_full	Neural networks tricks of the trade Genevieve B. Orr ... (eds.)
title_fullStr	Neural networks tricks of the trade Genevieve B. Orr ... (eds.)
title_full_unstemmed	Neural networks tricks of the trade Genevieve B. Orr ... (eds.)
title_short	Neural networks
title_sort	neural networks tricks of the trade
title_sub	tricks of the trade
topic	Inteligencia artificial larpcal Neurale netwerken gtt Réseaux neuronaux (Informatique) Réseaux neuronaux (informatique) - Congrès ram algorithmique inriac représentation connaissance inriac réseau neuronal inriac série chronologique inriac Neural networks (Computer science) Neuronales Netz (DE-588)4226127-2 gnd Anwendung (DE-588)4196864-5 gnd
topic_facet	Inteligencia artificial Neurale netwerken Réseaux neuronaux (Informatique) Réseaux neuronaux (informatique) - Congrès algorithmique représentation connaissance réseau neuronal série chronologique Neural networks (Computer science) Neuronales Netz Anwendung Aufsatzsammlung
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volume_link	(DE-604)BV000000607
work_keys_str_mv	AT orrgenevieveb neuralnetworkstricksofthetrade

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