Neural networks: tricks of the trade
Gespeichert in:
Format: | Buch |
---|---|
Sprache: | English |
Veröffentlicht: |
Berlin [u.a.]
Springer
1998
|
Schriftenreihe: | Lecture notes in computer science
1524 |
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | VI, 432 S. graph. Darst. |
ISBN: | 3540653112 |
Internformat
MARC
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245 | 1 | 0 | |a Neural networks |b tricks of the trade |c Genevieve B. Orr ... (eds.) |
264 | 1 | |a Berlin [u.a.] |b Springer |c 1998 | |
300 | |a VI, 432 S. |b graph. Darst. | ||
336 | |b txt |2 rdacontent | ||
337 | |b n |2 rdamedia | ||
338 | |b nc |2 rdacarrier | ||
490 | 1 | |a Lecture notes in computer science |v 1524 | |
650 | 7 | |a Inteligencia artificial |2 larpcal | |
650 | 7 | |a Neurale netwerken |2 gtt | |
650 | 4 | |a Réseaux neuronaux (Informatique) | |
650 | 7 | |a Réseaux neuronaux (informatique) - Congrès |2 ram | |
650 | 7 | |a algorithmique |2 inriac | |
650 | 7 | |a représentation connaissance |2 inriac | |
650 | 7 | |a réseau neuronal |2 inriac | |
650 | 7 | |a série chronologique |2 inriac | |
650 | 4 | |a Neural networks (Computer science) | |
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Datensatz im Suchindex
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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
|
any_adam_object | 1 |
building | Verbundindex |
bvnumber | BV012259898 |
callnumber-first | Q - Science |
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callnumber-raw | QA76.87.N4913 1998 |
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callnumber-sort | QA 276.87 N4913 41998 |
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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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dewey-search | 006.3/2 006.3/2 21 |
dewey-sort | 16.3 12 |
dewey-tens | 000 - Computer science, information, general works |
discipline | Informatik |
format | Book |
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isbn | 3540653112 |
language | English |
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owner | DE-91G DE-BY-TUM DE-91 DE-BY-TUM DE-384 DE-739 DE-29T DE-M347 DE-92 DE-945 DE-706 DE-521 DE-634 DE-83 DE-525 |
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physical | VI, 432 S. graph. Darst. |
publishDate | 1998 |
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publisher | Springer |
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series | Lecture notes in computer science |
series2 | Lecture notes in computer science |
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) Anwendung (DE-588)4196864-5 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 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) Anwendung (DE-588)4196864-5 gnd Neuronales Netz (DE-588)4226127-2 gnd |
subject_GND | (DE-588)4196864-5 (DE-588)4226127-2 (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) Anwendung (DE-588)4196864-5 gnd Neuronales Netz (DE-588)4226127-2 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) Anwendung Neuronales Netz Aufsatzsammlung |
url | 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 |
volume_link | (DE-604)BV000000607 |
work_keys_str_mv | AT orrgenevieveb neuralnetworkstricksofthetrade |