On-line Learning in Neural Networks:
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Cambridge
Cambridge Univ. Press
2009
|
| Ausgabe: | 1. publ., digitally print. vers. |
| Schriftenreihe: | Publications of the Newton Institute
17 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | X, 398 S. graf. Darst. |
| ISBN: | 9780521117913 0521117917 9780521652636 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804139273893445632 |
|---|---|
| adam_text | CONTENTS
Acknowledgements
.........................................................
vii
List of contributors
.........................................................ix
Foreword
Christopher M. Bishop
................................................1
1.
Introduction
David Saad
............................................................3
2.
On-line Learning and Stochastic Approximations
Léon Bottou
...........................................................9
3.
Exact and Perturbation Solutions for the Ensemble Dynamics
Todd K.
Leen
........................................................43
4.
A Statistical Study of On-line Learning
Noboru
Murata
.......................................................63
5.
On-line Learning in Switching and Drifting Environments with
Application to Blind Source Separation
Klaus-Robert Müller,
Andreas
Ziehe,
Noboru
Murata
and Shun-ichi
Amari
.................................................93
6.
Parameter Adaptation in Stochastic Optimization
Luis B. Almeida,
Thibault
Langlois, José
D. Amaral
and Alexander
Plakhov
..............................................111
7.
Optimal
On-line Learning in Multilayer Neural Networks
David Saad and Magnus Rattray
.....................................135
8.
Universal Asyinptotics in Committee Machines with Tree Architecture
Mauro Copelli
and Nestor Caticha
...................................165
9.
Incorporating Curvature Information into On-line Learning
Magnus Rattray and David Saad
.....................................183
10.
Annealed On-line Learning in Multilayer Neural Networks
Siegfried
Bös
and Shun-ichi
Amari
................,.,.,..·...........209
vi
Contents
11.
On-line Learning of Prototypes and Principal Components
Michael Biehl,
Ansgar Freking,
Matthias
Hölzer,
Georg Reents
and
Enno Schlösser ....................................231
12.
On-line Learning with Time-Correlated Examples
Tom Heskes and
Wim
Wiegerinck
................................... 251
13.
On-line Learning from Finite Training Sets
David Barber and Peter
Sollich ......................................279
14.
Dynamics of Supervised Learning with Restricted Training Sets
Anthony
С. С
Coolen
and David Saad
...............................303
15.
On-line Learning of a Decision Boundary with and without Queries
Yoshiyuki Kabashima and Shigeru Shinomoto
........................345
16.
A Bayesian Approach to On-line Learning
Manfred
Opper
......................................................363
17.
Optimal Perceptron Learning: an On-line Bayesian Approach
Sara
Solla
and
Ole Winther
.........................................379
|
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| series | Publications of the Newton Institute |
| series2 | Publications of the Newton Institute |
| spelling | On-line Learning in Neural Networks ed. by David Saad 1. publ., digitally print. vers. Cambridge Cambridge Univ. Press 2009 X, 398 S. graf. Darst. txt rdacontent n rdamedia nc rdacarrier Publications of the Newton Institute 17 Computer networks Neural networks (Computer science) E-Learning (DE-588)4727098-6 gnd rswk-swf Lernendes System (DE-588)4120666-6 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf (DE-588)1071861417 Konferenzschrift gnd-content Cambridge <1997> gnd rswk-swf Neuronales Netz (DE-588)4226127-2 s E-Learning (DE-588)4727098-6 s DE-604 Cambridge <1997> f Lernendes System (DE-588)4120666-6 s 1\p DE-604 Saad, David Sonstige oth Publications of the Newton Institute 17 (DE-604)BV010559792 17 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017660354&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | On-line Learning in Neural Networks Publications of the Newton Institute Computer networks Neural networks (Computer science) E-Learning (DE-588)4727098-6 gnd Lernendes System (DE-588)4120666-6 gnd Neuronales Netz (DE-588)4226127-2 gnd |
| subject_GND | (DE-588)4727098-6 (DE-588)4120666-6 (DE-588)4226127-2 (DE-588)1071861417 |
| title | On-line Learning in Neural Networks |
| title_auth | On-line Learning in Neural Networks |
| title_exact_search | On-line Learning in Neural Networks |
| title_full | On-line Learning in Neural Networks ed. by David Saad |
| title_fullStr | On-line Learning in Neural Networks ed. by David Saad |
| title_full_unstemmed | On-line Learning in Neural Networks ed. by David Saad |
| title_short | On-line Learning in Neural Networks |
| title_sort | on line learning in neural networks |
| topic | Computer networks Neural networks (Computer science) E-Learning (DE-588)4727098-6 gnd Lernendes System (DE-588)4120666-6 gnd Neuronales Netz (DE-588)4226127-2 gnd |
| topic_facet | Computer networks Neural networks (Computer science) E-Learning Lernendes System Neuronales Netz Konferenzschrift Cambridge <1997> |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017660354&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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