Statistical analysis of gene expression microarray data:
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
Boca Raton, Fla [u.a.]
Chapman & Hall/CRC
2003
|
| Series: | Interdisciplinary statistics
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Includes bibliographical references (p. 201-211) and index |
| Physical Description: | XIII, 222 S. Ill., graph. Darst. |
| ISBN: | 1584883278 |
Staff View
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Record in the Search Index
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| adam_text | Interdisciplinary Statistics
STATISTICAL ANALYSIS
of GENE EXPRESSION
MICROARRAY DATA
Edited by
Terry Speed
CHAPMAN amp; HALL/CRC
A CRC Press Company
Boca Raton London New York Washington, D C
Contents
1 Model-based analysis of oligonucleotide arrays and issues in cDNA
microarray analysis 1
by Cheng Li, George C Tseng, and Wing Hung Wong
1 1 Model-based analysis of oligonucleotide arrays 1
1 2 Issues in cDNA microarray analysis 20
1 3 Acknowledgments 34
2 Design and analysis of comparative microarray experiments 35
by Yee Hwa Yang and Terry Speed
2 1 Introduction 35
2 2 Experimental design 35
2 3 Two-sample comparisons 45
2 4 Single-factor experiments with more than two levels 69
2 5 Factorial experiments 82
2 6 Some topics for further research 87
3 Classification in microarray experiments 93
by Sandrine Dudoit and Jane Fridlyand
3 1 Introduction 93
3 2 Overview of different classifiers 99
3 3 General issues in classification 115
3 4 Performance assessment 122
3 5 Aggregating predictors 127
vii
viii CONTENTS
3 6 Datasets 132
3 7 Results 134
3 8 Discussion 154
3 9 Software and datasets 157
3 10 Acknowledgments 158
4 Clustering microarray data 159
by Hugh Chipman, Trevor J Hastie, and Robert Tibshirani
4 1 An example 159
4 2 Dissimilarity 162
4 3 Clustering methods 166
4 4 Partitioning methods 168
4 5 Hierarchical methods 175
4 6 Two-way clustering 184
4 7 Principal components, the SVD, and gene shaving 190
4 8 Other approaches 197
4 9 Software 199
References 201
Index 213
|
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| discipline | Biologie Chemie Mathematik |
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| institution | BVB |
| isbn | 1584883278 |
| language | English |
| lccn | 2002041298 |
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| physical | XIII, 222 S. Ill., graph. Darst. |
| publishDate | 2003 |
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| spelling | Statistical analysis of gene expression microarray data ed. by Terry Speed Boca Raton, Fla [u.a.] Chapman & Hall/CRC 2003 XIII, 222 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Interdisciplinary statistics Includes bibliographical references (p. 201-211) and index Genexpression - Statistik - Microarray Statistik - DNS-Chip Statistische Analyse (DE-588)4116599-8 gnd rswk-swf Microarray (DE-588)4544227-7 gnd rswk-swf Genexpression (DE-588)4020136-3 gnd rswk-swf Genexpression (DE-588)4020136-3 s Microarray (DE-588)4544227-7 s Statistische Analyse (DE-588)4116599-8 s DE-604 Speed, Terry Sonstige oth HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010079935&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Statistical analysis of gene expression microarray data Genexpression - Statistik - Microarray Statistik - DNS-Chip Statistische Analyse (DE-588)4116599-8 gnd Microarray (DE-588)4544227-7 gnd Genexpression (DE-588)4020136-3 gnd |
| subject_GND | (DE-588)4116599-8 (DE-588)4544227-7 (DE-588)4020136-3 |
| title | Statistical analysis of gene expression microarray data |
| title_auth | Statistical analysis of gene expression microarray data |
| title_exact_search | Statistical analysis of gene expression microarray data |
| title_full | Statistical analysis of gene expression microarray data ed. by Terry Speed |
| title_fullStr | Statistical analysis of gene expression microarray data ed. by Terry Speed |
| title_full_unstemmed | Statistical analysis of gene expression microarray data ed. by Terry Speed |
| title_short | Statistical analysis of gene expression microarray data |
| title_sort | statistical analysis of gene expression microarray data |
| topic | Genexpression - Statistik - Microarray Statistik - DNS-Chip Statistische Analyse (DE-588)4116599-8 gnd Microarray (DE-588)4544227-7 gnd Genexpression (DE-588)4020136-3 gnd |
| topic_facet | Genexpression - Statistik - Microarray Statistik - DNS-Chip Statistische Analyse Microarray Genexpression |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010079935&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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