Bayesian nonparametric data analysis:
Gespeichert in:
Format: | Elektronisch E-Book |
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Sprache: | English |
Veröffentlicht: |
Cham [u.a.]
Springer
2015
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Schriftenreihe: | Springer series in statistics
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Schlagworte: | |
Online-Zugang: | BTU01 FRO01 TUM01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | 1 Online-Ressource (XIV, 193 S.) 59 illus., 10 illus. in color |
ISBN: | 9783319189680 |
DOI: | 10.1007/978-3-319-18968-0 |
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Datensatz im Suchindex
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adam_text | BAYESIAN NONPARAMETRIC DATA ANALYSIS
/ MUELLER, PETER
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
PREFACE
ACRONYMS
1.INTRODUCTION
2.DENSITY ESTIMATION - DP MODELS
3.DENSITY ESTIMATION - MODELS BEYOND THE DP
4.REGRESSION
5.CATEGORICAL DATA
6.SURVIVAL ANALYSIS
7.HIERARCHICAL MODELS
8.CLUSTERING AND FEATURE ALLOCATION
9.OTHER INFERENCE PROBLEMS AND CONCLUSIONS
APPENDIX: DP PACKAGE
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
BAYESIAN NONPARAMETRIC DATA ANALYSIS
/ MUELLER, PETER
: 2015
ABSTRACT / INHALTSTEXT
THIS BOOK REVIEWS NONPARAMETRIC BAYESIAN METHODS AND MODELS THAT HAVE
PROVEN USEFUL IN THE CONTEXT OF DATA ANALYSIS. RATHER THAN PROVIDING AN
ENCYCLOPEDIC REVIEW OF PROBABILITY MODELS, THE BOOK’S STRUCTURE
FOLLOWS A DATA ANALYSIS PERSPECTIVE. AS SUCH, THE CHAPTERS ARE ORGANIZED
BY TRADITIONAL DATA ANALYSIS PROBLEMS. IN SELECTING SPECIFIC
NONPARAMETRIC MODELS, SIMPLER AND MORE TRADITIONAL MODELS ARE FAVORED
OVER SPECIALIZED ONES. THE DISCUSSED METHODS ARE ILLUSTRATED WITH A
WEALTH OF EXAMPLES, INCLUDING APPLICATIONS RANGING FROM STYLIZED
EXAMPLES TO CASE STUDIES FROM RECENT LITERATURE. THE BOOK ALSO INCLUDES
AN EXTENSIVE DISCUSSION OF COMPUTATIONAL METHODS AND DETAILS ON THEIR
IMPLEMENTATION. R CODE FOR MANY EXAMPLES IS INCLUDED IN ON-LINE SOFTWARE
PAGES
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
any_adam_object | 1 |
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dewey-full | 519.5 |
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dewey-ones | 519 - Probabilities and applied mathematics |
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format | Electronic eBook |
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spelling | Bayesian nonparametric data analysis Peter Müller ... Cham [u.a.] Springer 2015 1 Online-Ressource (XIV, 193 S.) 59 illus., 10 illus. in color txt rdacontent c rdamedia cr rdacarrier Springer series in statistics Statistics Mathematical statistics Statistical Theory and Methods Statistics and Computing/Statistics Programs Statistics for Life Sciences, Medicine, Health Sciences Statistik Markov-Kette (DE-588)4037612-6 gnd rswk-swf Nichtparametrisches Verfahren (DE-588)4339273-8 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Bayes-Entscheidungstheorie (DE-588)4144220-9 gnd rswk-swf Datenanalyse (DE-588)4123037-1 s Bayes-Entscheidungstheorie (DE-588)4144220-9 s Markov-Kette (DE-588)4037612-6 s Nichtparametrisches Verfahren (DE-588)4339273-8 s 1\p DE-604 Müller, Peter 1963- Sonstige (DE-588)1121511155 oth Erscheint auch als Druckausgabe 978-3-319-18967-3 https://doi.org/10.1007/978-3-319-18968-0 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028101566&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028101566&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Bayesian nonparametric data analysis Statistics Mathematical statistics Statistical Theory and Methods Statistics and Computing/Statistics Programs Statistics for Life Sciences, Medicine, Health Sciences Statistik Markov-Kette (DE-588)4037612-6 gnd Nichtparametrisches Verfahren (DE-588)4339273-8 gnd Datenanalyse (DE-588)4123037-1 gnd Bayes-Entscheidungstheorie (DE-588)4144220-9 gnd |
subject_GND | (DE-588)4037612-6 (DE-588)4339273-8 (DE-588)4123037-1 (DE-588)4144220-9 |
title | Bayesian nonparametric data analysis |
title_auth | Bayesian nonparametric data analysis |
title_exact_search | Bayesian nonparametric data analysis |
title_full | Bayesian nonparametric data analysis Peter Müller ... |
title_fullStr | Bayesian nonparametric data analysis Peter Müller ... |
title_full_unstemmed | Bayesian nonparametric data analysis Peter Müller ... |
title_short | Bayesian nonparametric data analysis |
title_sort | bayesian nonparametric data analysis |
topic | Statistics Mathematical statistics Statistical Theory and Methods Statistics and Computing/Statistics Programs Statistics for Life Sciences, Medicine, Health Sciences Statistik Markov-Kette (DE-588)4037612-6 gnd Nichtparametrisches Verfahren (DE-588)4339273-8 gnd Datenanalyse (DE-588)4123037-1 gnd Bayes-Entscheidungstheorie (DE-588)4144220-9 gnd |
topic_facet | Statistics Mathematical statistics Statistical Theory and Methods Statistics and Computing/Statistics Programs Statistics for Life Sciences, Medicine, Health Sciences Statistik Markov-Kette Nichtparametrisches Verfahren Datenanalyse Bayes-Entscheidungstheorie |
url | https://doi.org/10.1007/978-3-319-18968-0 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028101566&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028101566&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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