Semiparametric Bayesian regression for multivariate responses:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
München
Hieronymus Buchreproduktions-GmbH
2003
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| Edition: | 1. Aufl. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | 150 S. graph. Darst. |
| ISBN: | 3897913003 |
Staff View
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Record in the Search Index
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| adam_text | C02 V3 77F STATISTIK SAMSON BABATUNDE ADEBAYO SEMIPARAMETRIC BAYESIAN
REGRESSION FOR MULTIVARIATE RESPONSES TYPOS KRIP T- EDITION HIER0NYMUS
MUNCHEN CONTENTS 1 INTRODUCTORY CHAPTER 3 1.1 INTRODUCTION 3 1.2 DATA
SETS 3 1.3 MULTIVARIATE RESPONSES 6 1.3.1 CORRELATED MULTIVARIATE
RESPONSE OUTCOMES 9 1.3.2 UNCORRELATED MULTIVARIATE RESPONSE OUTCOMES 10
1.4 SCOPE OF THE THESIS 11 2 BASIC REGRESSION MODELS 12 2.1 UNIVARIATE
GENERALIZED LINEAR MODELS (GLMS) 12 2.2 MULTIVARIATE GLMS AND
MULTICATEGORICAL REGRESSION 14 2.2.1 MULTIVARIATE GLMS 14 2.2.2
MULTICATEGORICAL REGRESSION 15 2.3 SEEMINGLY UNRELATED REGRESSION (SUR)
17 2.3.1 GAUSSIAN LINEAR SUR MODEL 17 2.3.2 NON-GAUSSIAN PARAMETRIC SUR
MODELS 19 2.4 GENERALIZED ADDITIVE MODELS (GAMS) AND NON-BAYESIAN
SMOOTH- ING METHODS 19 2.4.1 GENERALIZED ADDITIVE MODELS (GAMS) 20 2.4.2
NON-BAYESIAN SMOOTHING METHODS 20 2.5 BAYESIAN GAMS 25 2.5.1 PROPOSAL
DENSITY 27 2.5.2 PRIORS FOR FUNCTIONS AND PARAMETERS 28 2.6 BAYESIAN
MODEL CHECKING 32 3 SEMIPARAMETRIC SEEMINGLY UNRELATED REGRESSION 35 3.1
PARAMETRIC SEEMINGLY UNRELATED REGRESSION 35 CONTENTS 3.2 BAYESIAN
SEMIPARAMETRIC SUR MODEL 38 3.3 SIMULATION STUDIES 45 3.3.1 SIMULATION
STUDY 1: PARAMETRIC SUR MODEL 45 3.3.2 SIMULATION STUDY 2: NONPARAMETRIC
SUR MODEL 47 3.3.3 SIMULATION STUDY 3: GEOADDITIVE SUR MODEL 50 3.4
APPLICATIONS 52 3.4.1 INVESTMENT FUNCTIONS 54 3.4.2 DIABETES DATA . . .
55 3.4.3 CHILDHOOD MALNUTRITION IN ZAMBIA 58 4 MULTICATEGORICAL
SEMIPARAMETRIC MODELS 68 4.1 INTRODUCTION 68 4.2 MULTICATEGORICAL
RESPONSE MODELS 69 4.2.1 ORDERED OUTCOMES 69 4.2.2 UNORDERED OUTCOMES 70
4.3 BAYESIAN INFERENCE FOR MULTICATEGORICAL OUTCOMES 71 4.3.1 CUMULATIVE
PROBIT MODELS 71 4.3.2 MULTINOMIAL PROBIT AND LOGIT MODELS 72 4.3.3
PRIOR SPECIFICATION 73 4.3.4 POSTERIOR ANALYSIS 73 4 4 APPLICATION 75
4.4.1 CHILDHOOD MALNUTRITION 75 4.4.2 CHILD MORTALITY 92 5
DISCRETE-TIME SURVIVAL ANALYSIS 105 5.1 INTRODUCTION 105 5.2 DATA SET
107 5.3 DISCI ETE-TIME SURVIVAL MODEL 109 5.4 BAYESIAN INFERENCE ILL
5.4.1 POSTERIOR ANALYSIS 112 5.5 APPLICATION 112 6 SUMMARY AND OUTLOOK
119 A SAMPLING FROM THE FULL CONDITIONALS 123 B STATISTICAL SOFTWARE 126
|
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| id | DE-604.BV017125589 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T19:13:59Z |
| institution | BVB |
| isbn | 3897913003 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-010324286 |
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| physical | 150 S. graph. Darst. |
| publishDate | 2003 |
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| spelling | Adebayo, Samson Babatunde Verfasser aut Semiparametric Bayesian regression for multivariate responses Samson Babtunde Adebayo 1. Aufl. München Hieronymus Buchreproduktions-GmbH 2003 150 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Zugl.: München, Univ., Diss., 2003 Multivariate Analyse (DE-588)4040708-1 gnd rswk-swf Regressionsmodell (DE-588)4127980-3 gnd rswk-swf Semiparametrische Schätzung (DE-588)4232079-3 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Überlebenszeit (DE-588)4186609-5 gnd rswk-swf Bayes-Verfahren (DE-588)4204326-8 gnd rswk-swf SUR-Modell (DE-588)4739547-3 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Regressionsanalyse (DE-588)4129903-6 s Multivariate Analyse (DE-588)4040708-1 s DE-604 Regressionsmodell (DE-588)4127980-3 s Semiparametrische Schätzung (DE-588)4232079-3 s Bayes-Verfahren (DE-588)4204326-8 s SUR-Modell (DE-588)4739547-3 s Überlebenszeit (DE-588)4186609-5 s GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010324286&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Adebayo, Samson Babatunde Semiparametric Bayesian regression for multivariate responses Multivariate Analyse (DE-588)4040708-1 gnd Regressionsmodell (DE-588)4127980-3 gnd Semiparametrische Schätzung (DE-588)4232079-3 gnd Regressionsanalyse (DE-588)4129903-6 gnd Überlebenszeit (DE-588)4186609-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd SUR-Modell (DE-588)4739547-3 gnd |
| subject_GND | (DE-588)4040708-1 (DE-588)4127980-3 (DE-588)4232079-3 (DE-588)4129903-6 (DE-588)4186609-5 (DE-588)4204326-8 (DE-588)4739547-3 (DE-588)4113937-9 |
| title | Semiparametric Bayesian regression for multivariate responses |
| title_auth | Semiparametric Bayesian regression for multivariate responses |
| title_exact_search | Semiparametric Bayesian regression for multivariate responses |
| title_full | Semiparametric Bayesian regression for multivariate responses Samson Babtunde Adebayo |
| title_fullStr | Semiparametric Bayesian regression for multivariate responses Samson Babtunde Adebayo |
| title_full_unstemmed | Semiparametric Bayesian regression for multivariate responses Samson Babtunde Adebayo |
| title_short | Semiparametric Bayesian regression for multivariate responses |
| title_sort | semiparametric bayesian regression for multivariate responses |
| topic | Multivariate Analyse (DE-588)4040708-1 gnd Regressionsmodell (DE-588)4127980-3 gnd Semiparametrische Schätzung (DE-588)4232079-3 gnd Regressionsanalyse (DE-588)4129903-6 gnd Überlebenszeit (DE-588)4186609-5 gnd Bayes-Verfahren (DE-588)4204326-8 gnd SUR-Modell (DE-588)4739547-3 gnd |
| topic_facet | Multivariate Analyse Regressionsmodell Semiparametrische Schätzung Regressionsanalyse Überlebenszeit Bayes-Verfahren SUR-Modell Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010324286&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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