Introduction to the exploration of multivariate biological data:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Leiden
Backhuys Publ.
2000
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Aus dem Ungar. übers. |
| Beschreibung: | VI, 407 S. graph. Darst. |
| ISBN: | 9057820676 |
Internformat
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| 245 | 1 | 0 | |a Introduction to the exploration of multivariate biological data |c by János Podani |
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| 650 | 4 | |a Biomathematics | |
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Datensatz im Suchindex
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| adam_text | Titel: Introduction to the exploration of multivariate biological data
Autor: Podani, János
Jahr: 2000
Contents
0. Introduction................................................................................................................................1
1. Sampling, data types..................................................................................................................7
1.1 Sampling: basic terms...........................................................................................................8
1.2 Sampling alternatives...........................................................................................................9
1.3 Main characteristics of sampling........................................................................................11
1.4 Data: measurement scales and other properties.................................................................20
1.5 Advanced topics...........................................................26
1.6 Literature overview...................................................29
1.7 Imaginary dialogue...................................................31
2. The data matrix and data transformation.............................................................................33
2.1 The principle of attribute duality and the geometric meaning of data matrices................34
2.2 Displaying multivariate data structures by simple means..................................................35
2.3 Data transformation and standardization............................................................................37
2.4 Literature overview.............................................................................................................50
2.5 Imaginary dialogue.............................................................................................................52
3. Distance, similarity, correlation.............................................................................................55
3.1 Basic terms..........................................................................................................................55
3.2 Coefficients for binary data................................................................................................59
3.3 Coefficients for nominal data............................................................................................70
3.4 The case of ordinal variables..............................................................................................73
3.5 Coefficients for interval and ratio scale variables..............................................................76
3.6 Coefficients for mixed data................................................................................................97
3.7 Generalization of distances to more than two objects (heterogeneity measures)..............99
3.8 Literature overview...........................................................................................................101
3.9 Imaginary dialogue...........................................................................................................104
4. Non-hierarchical classification.............................................................................................111
4.1 Partitioning methods.........................................................................................................113
4.2 Overlapping clusters.........................................................................................................123
4.3 Fuzzy clustering................................................................................................................124
4.4 Literature overview...........................................................................................................129
4.5 Imaginary dialogue...........................................................................................................130
5. Hierarchical clustering..........................................................................................................135
5.1 Algorithmic types.............................................................................................................138
v
5.2 Agglomerative methods....................................................................................................
5.3 Divisive algorithms...........................................................................................................*55
5.4 Special clustering procedures...........................................................................................158
5.5 Evaluation of hierarchical classifications.........................................................................163
5.6 Literature overview...........................................................................................................169
5.7 Imaginary dialogue...........................................................................................................171
6. Cladistics.................................................................................................................................175
6.1 Basic principles and terms................................................................................................176
6.2 Distance-based cladistics..................................................................................................180
6.3 Character-based reconstruction of evolutionary trees......................................................186
6.4 Other possibilities for evaluating nucleotide sequences - in brief..................................202
6.5 Cladistic biogeography.....................................................................................................205
6.6 Literature overview...........................................................................................................208
6.7 Imaginary dialogue...........................................................................................................210
7. Ordination...............................................................................................................................215
7.1 A fundamental ordination method: principal components analysis................................216
7.2 Two groups of variables: canonical correlation analysis................................................234
7.3 Correspondence analysis..................................................................................................241
7.4 Multidimensional scaling.................................................................................................252
7.5 Separating gropups by ordination: canonical variates analysis ......................................263
7.6 Morphometric ordination..................................................................................................270
7.7 Literature overview...........................................................................................................278
7.8 Imaginary dialogue...........................................................................................................281
8. Matrix rearrangement...........................................................................................................285
8.1 The unequal importance of variables: character ranking.................................................285
8.2 Block clustering................................................................................................................294
8.3 Sedation............................................................................................................................302
8.4 Literature overview...........................................................................................................307
8.5 Imaginary dialogue...........................................................................................................308
9. Comparative evaluation of results........................................................................................313
9.1 Main choices.....................................................................................................................314
9.2 Pairwise comparison of results.........................................................................................317
9.3 Hypothesis testing, expectations and distributions .........................................................331
9.4 The consensus approach...................................................................................................340
9.5 Comparison of results of the different type.....................................................................348
9.6 Literature overview...........................................................................................................350
9.7 Imaginary dialogue...........................................................................................................351
Appendix A: Example data matrices..........................................................................................355
Appendix B: Availability of computer programs.......................................................................361
Appendix C: A summary of matrix algebra...............................................................................365
References ..............................................................................................................377
Subject index......................................................................................................................................................................................401
vi
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| id | DE-604.BV014287740 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T19:01:02Z |
| institution | BVB |
| isbn | 9057820676 |
| language | English |
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| spelling | Podani, János Verfasser aut Bevezetés a többváltozós biológiai adatfeldolgozás rejtelmeibe Introduction to the exploration of multivariate biological data by János Podani Leiden Backhuys Publ. 2000 VI, 407 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Aus dem Ungar. übers. Análisis multivariado Biomatemáticas Biometría - Metodología Biomathematics Biometry Methodology Multivariate analysis Statistik (DE-588)4056995-0 gnd rswk-swf Biologie (DE-588)4006851-1 gnd rswk-swf Multivariate Analyse (DE-588)4040708-1 gnd rswk-swf Biologie (DE-588)4006851-1 s Multivariate Analyse (DE-588)4040708-1 s Statistik (DE-588)4056995-0 s DE-604 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009799195&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Podani, János Introduction to the exploration of multivariate biological data Análisis multivariado Biomatemáticas Biometría - Metodología Biomathematics Biometry Methodology Multivariate analysis Statistik (DE-588)4056995-0 gnd Biologie (DE-588)4006851-1 gnd Multivariate Analyse (DE-588)4040708-1 gnd |
| subject_GND | (DE-588)4056995-0 (DE-588)4006851-1 (DE-588)4040708-1 |
| title | Introduction to the exploration of multivariate biological data |
| title_alt | Bevezetés a többváltozós biológiai adatfeldolgozás rejtelmeibe |
| title_auth | Introduction to the exploration of multivariate biological data |
| title_exact_search | Introduction to the exploration of multivariate biological data |
| title_full | Introduction to the exploration of multivariate biological data by János Podani |
| title_fullStr | Introduction to the exploration of multivariate biological data by János Podani |
| title_full_unstemmed | Introduction to the exploration of multivariate biological data by János Podani |
| title_short | Introduction to the exploration of multivariate biological data |
| title_sort | introduction to the exploration of multivariate biological data |
| topic | Análisis multivariado Biomatemáticas Biometría - Metodología Biomathematics Biometry Methodology Multivariate analysis Statistik (DE-588)4056995-0 gnd Biologie (DE-588)4006851-1 gnd Multivariate Analyse (DE-588)4040708-1 gnd |
| topic_facet | Análisis multivariado Biomatemáticas Biometría - Metodología Biomathematics Biometry Methodology Multivariate analysis Statistik Biologie Multivariate Analyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009799195&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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