Classification analysis of DNA microarrays:
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Hoboken
Wiley
2013
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| Series: | Wiley series in bioinformatics: computational techniques and engineering
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| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Includes bibliographical references and index |
| Physical Description: | XXV, 710 S. Ill. graph. Darst. |
| ISBN: | 9780470170816 9781118453025 |
Staff View
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Record in the Search Index
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| adam_text | CLASSIFICATION ANALYSIS
OF DNA MICROARRAYS
I 1 ; -Ir 8 _jLu »i • ! it l_
LEIF E PETERSON
Director, Center for Biostatistics, The Methodist Hospital Research Institute,
Houston, Texas
Associate Professor of Public Health, Weill Cornell Medical College,
Cornell University, New York
WILEY _IEEE (^computer
society
1* t
:i I 1 ii •
C(
I 1
t MTENTS • ! , •
Preface xix
Abbreviations xxiii
1 Introduction 1
1 1 Class Discovery 2
1 2 Dimensional Reduction 4
1 3 Class Prediction 4
1 4 Classification Rules of Thumb 5
1 5 DNA Microarray Datasets Used 9
References 11
PART I CLASS DISCOVERY 13
2 Crisp IC-Means Cluster Analysis 15
2 1 Introduction 15
2 2 Algorithm 16
2 3 Implementation 18
2 4 Distance Metrics 20
2 5 Cluster Validity 24
251 Davies-Bouldin Index 25
252 Dunn s Index 25
253 Intracluster Distance 26
254 Intercluster Distance 27
255 Silhouette Index 30
256 Hubert s T Statistic 31
257 Randomization Tests for Optimal Value of K 31
2 6 V-Fold Cross-Validation 35
2 7 Cluster Initialization 37
vii
|
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| isbn | 9780470170816 9781118453025 |
| language | English |
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| physical | XXV, 710 S. Ill. graph. Darst. |
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| spelling | Peterson, Leif E. Verfasser aut Classification analysis of DNA microarrays Leif E. Peterson Hoboken Wiley 2013 XXV, 710 S. Ill. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Wiley series in bioinformatics: computational techniques and engineering Includes bibliographical references and index Molekulare Bioinformatik (DE-588)4531334-9 gnd rswk-swf DNS-Chip (DE-588)4721796-0 gnd rswk-swf DNS-Chip (DE-588)4721796-0 s Molekulare Bioinformatik (DE-588)4531334-9 s DE-604 HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027617602&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Peterson, Leif E. Classification analysis of DNA microarrays Molekulare Bioinformatik (DE-588)4531334-9 gnd DNS-Chip (DE-588)4721796-0 gnd |
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| title | Classification analysis of DNA microarrays |
| title_auth | Classification analysis of DNA microarrays |
| title_exact_search | Classification analysis of DNA microarrays |
| title_full | Classification analysis of DNA microarrays Leif E. Peterson |
| title_fullStr | Classification analysis of DNA microarrays Leif E. Peterson |
| title_full_unstemmed | Classification analysis of DNA microarrays Leif E. Peterson |
| title_short | Classification analysis of DNA microarrays |
| title_sort | classification analysis of dna microarrays |
| topic | Molekulare Bioinformatik (DE-588)4531334-9 gnd DNS-Chip (DE-588)4721796-0 gnd |
| topic_facet | Molekulare Bioinformatik DNS-Chip |
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