Kernel methods in computational biology:
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Cambridge, Mass.; London
MIT Press
2004
|
| Schriftenreihe: | Computational molecular biology
A Bradford book |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | IX, 400 S. graph. Darst. |
| ISBN: | 0262195097 |
Internformat
MARC
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| 650 | 7 | |a Bioinformática |2 larpcal | |
| 650 | 7 | |a Inteligência artificial |2 larpcal | |
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| 650 | 7 | |a Reconhecimento de padrões |2 larpcal | |
| 650 | 4 | |a Artificial Intelligence | |
| 650 | 4 | |a Computational Biology |x methods | |
| 650 | 4 | |a Computational biology | |
| 650 | 4 | |a Kernel functions | |
| 650 | 4 | |a Models, Biological | |
| 650 | 4 | |a Models, Statistical | |
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| 700 | 1 | |a Vert, Jean-Philippe |e Sonstige |4 oth | |
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-012831819 | ||
Datensatz im Suchindex
| _version_ | 1804132806062768128 |
|---|---|
| adam_text | Kernel Methods in Computational Biology
edited by
Bernhard Scholkopf
Koji Tsuda
Jean-Philippe Vert
A Bradford Book
The MIT Press
Cambridge, Massachusetts
London, England
© 2008 AGI-Information Management Consultants
May be used for personal purporses only or by
libraries associated to dandelon com network
Contents
Preface vii
I INTRODUCTION 1
1 A Primer on Molecular Biology 3
Alexander Zien
2 A Primer on Kernel Methods 35
Jean-Philippe Vert, Koji Tsuda, and Bernhard Scholkopf
3 Support Vector Machine Applications in Computational Biology 71
William Stafford Noble
II KERNELS FOR BIOLOGICAL DATA 93
4 Inexact Matching String Kernels for Protein Classification 95
Christina Leslie, Rui Kuang, and Eleazar Eskin
5 Fast Kernels for String and Tree Matching 113
SVN Vishwanathan and Alexander Johannes Smola
6 Local Alignment Kernels for Biological Sequences 131
Jean-Philippe Vert, Hiroto Saigo, and Tatsuya Akutsu
7 Kernels for Graphs 155
Hisashi Kashima, Koji Tsuda, and Akihiro Inokuchi
8 Diffusion Kernels 171
Risi Kondor and Jean-Philippe Vert
9 A Kernel for Protein Secondary Structure Prediction 193
Yann Guermeur, Alain Lifchitz, and Regis Vert
Contents
III DATA FUSION WITH KERNEL METHODS 207
10 Heterogeneous Data Comparison and Gene Selection with
Kernel Canonical Correlation Analysis 209
Yoshihiro Yamanishi, Jean-Philippe Vert,
and Minoru Kanehisa
11 Kernel-Based Integration of Genomic Data Using
Semidefinite Programming 231
Gert R G Lanckriet, Nello Cristianini,
Michael I Jordan, and William Stafford Noble
12 Protein Classification via Kernel Matrix Completion 261
Taishin Kin, Tsuyoshi Kato, and Koji Tsuda
IV ADVANCED APPLICATION OF SUPPORT VECTOR
MACHINES 275
13 Accurate Splice Site Detection for Caenorhabditis elegans 277
Gunnar Rdtsch and Soren Sonnenburg
14 Gene Expression Analysis: Joint Feature Selection and
Classifier Design 299
Balaji Krishnapuram, Lawrence Carin,
and Alexander Hartemink
15 Gene Selection for Microarray Data 319
Sepp Hochreiter and Klaus Oberrnayer
References 357
Contributors 391
Index 397
|
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| dewey-sort | 3570 3285 |
| dewey-tens | 570 - Biology |
| discipline | Biologie Informatik |
| format | Book |
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| indexdate | 2024-07-09T19:58:40Z |
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| isbn | 0262195097 |
| language | English |
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| series2 | Computational molecular biology A Bradford book |
| spelling | Kernel methods in computational biology edited by Bernhard Schölkopf, Koji Tsuda, Jean-Philippe Vert Cambridge, Mass.; London MIT Press 2004 IX, 400 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Computational molecular biology A Bradford book Algoritmos e estruturas de dados larpcal Bio-informatique Bioinformática larpcal Inteligência artificial larpcal Noyaux (Mathématiques) Reconhecimento de padrões larpcal Artificial Intelligence Computational Biology methods Computational biology Kernel functions Models, Biological Models, Statistical Kernel Informatik (DE-588)4338679-9 gnd rswk-swf Biologie (DE-588)4006851-1 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Biologie (DE-588)4006851-1 s Datenverarbeitung (DE-588)4011152-0 s Kernel Informatik (DE-588)4338679-9 s DE-604 Schölkopf, Bernhard 1968- Sonstige (DE-588)14184633X oth Tsuda, Koji Sonstige oth Vert, Jean-Philippe Sonstige oth HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=012831819&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Kernel methods in computational biology Algoritmos e estruturas de dados larpcal Bio-informatique Bioinformática larpcal Inteligência artificial larpcal Noyaux (Mathématiques) Reconhecimento de padrões larpcal Artificial Intelligence Computational Biology methods Computational biology Kernel functions Models, Biological Models, Statistical Kernel Informatik (DE-588)4338679-9 gnd Biologie (DE-588)4006851-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd |
| subject_GND | (DE-588)4338679-9 (DE-588)4006851-1 (DE-588)4011152-0 (DE-588)4143413-4 |
| title | Kernel methods in computational biology |
| title_auth | Kernel methods in computational biology |
| title_exact_search | Kernel methods in computational biology |
| title_full | Kernel methods in computational biology edited by Bernhard Schölkopf, Koji Tsuda, Jean-Philippe Vert |
| title_fullStr | Kernel methods in computational biology edited by Bernhard Schölkopf, Koji Tsuda, Jean-Philippe Vert |
| title_full_unstemmed | Kernel methods in computational biology edited by Bernhard Schölkopf, Koji Tsuda, Jean-Philippe Vert |
| title_short | Kernel methods in computational biology |
| title_sort | kernel methods in computational biology |
| topic | Algoritmos e estruturas de dados larpcal Bio-informatique Bioinformática larpcal Inteligência artificial larpcal Noyaux (Mathématiques) Reconhecimento de padrões larpcal Artificial Intelligence Computational Biology methods Computational biology Kernel functions Models, Biological Models, Statistical Kernel Informatik (DE-588)4338679-9 gnd Biologie (DE-588)4006851-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd |
| topic_facet | Algoritmos e estruturas de dados Bio-informatique Bioinformática Inteligência artificial Noyaux (Mathématiques) Reconhecimento de padrões Artificial Intelligence Computational Biology methods Computational biology Kernel functions Models, Biological Models, Statistical Kernel Informatik Biologie Datenverarbeitung Aufsatzsammlung |
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