Selection models for nonignorable missing data:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Frankfurt am Main
Lang
2005
|
| Edition: | 1. Aufl. |
| Series: | Anwendungsorientierte Statistik
8 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Zugl.: München, Univ., Diss., 2004 |
| Physical Description: | 128 S. 210 mm x 148 mm |
| ISBN: | 363153499X |
Staff View
MARC
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Record in the Search Index
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| adam_text | Contents
1 Introduction H
2 Overview on missing data problems 15
2.1 A review of methods of handling missing data 15
2.1.1 Complete case analysis ^
2.1.2 Available case analysis ^
2.1.3 Imputing missing values 19
2.1.4 Special case: missing data in linear regression 22
2.2 Missing data patterns ^
2.3 Missing mechanisms and models for missing data 26
2.3.1 Missing completely at random (MCAR) 27
2.3.2 Missing at random (MAR) 27
2.3.3 Not missing at random (NMAR/ NI) 27
2.4 Missing mechanism and regression type models 28
2.4.1 Joint distribution of {Y, X) with missing values only in
Y 29
2.4.2 Conditional distribution of Y given X with missing
31
values only in Y
6 CONTENTS
3 Selection Models 33
3.1 Examples for selection models 34
3.1.1 Truncated data 35
3.1.2 Censored data 35
3.1.3 A selection model for linear regression 36
3.1.4 The Tobit model 36
3.2 Estimation of selection models 37
3.2.1 The EM Algorithm 38
3.2.2 Data augmentation 43
3.2.3 A simulation study 53
4 Particular selection models 57
4.1 A flexible selection model for normal data 61
4.1.1 Motivation and description of the model 61
4.1.2 Computational aspects 67
4.1.3 Testing the model 69
4.1.4 Results and conclusions 85
4.2 A model for longitudinal data with drop out 86
4.2.1 A description of the model 86
4.2.2 Estimation of the model 88
4.2.3 Extending the model to include covariates 93
4.2.4 Variation of the missing model 95
4.2.5 Testing the algorithm 97
4.2.6 Results 99
5 Application to income data 107
5.1 Preparations 107
5.2 Results n0
CONTENTS 7
6 Summary and Conclusions 113
A Tables 117
Bibliography 121
|
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| dewey-full | 519.5 |
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| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5 |
| dewey-search | 519.5 |
| dewey-sort | 3519.5 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| edition | 1. Aufl. |
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| id | DE-604.BV019751759 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-09T20:05:18Z |
| institution | BVB |
| isbn | 363153499X |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-013078287 |
| oclc_num | 57893728 |
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| physical | 128 S. 210 mm x 148 mm |
| publishDate | 2005 |
| publishDateSearch | 2005 |
| publishDateSort | 2005 |
| publisher | Lang |
| record_format | marc |
| series | Anwendungsorientierte Statistik |
| series2 | Anwendungsorientierte Statistik |
| spelling | Scheid, Sandro 1969- Verfasser (DE-588)129999083 aut Selection models for nonignorable missing data Sandro Scheid 1. Aufl. Frankfurt am Main Lang 2005 128 S. 210 mm x 148 mm txt rdacontent n rdamedia nc rdacarrier Anwendungsorientierte Statistik 8 Zugl.: München, Univ., Diss., 2004 Mathematical statistics Missing observations (Statistics) Multiple imputation (Statistics) Fehlende Daten (DE-588)4264715-0 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Fehlende Daten (DE-588)4264715-0 s DE-604 Anwendungsorientierte Statistik 8 (DE-604)BV011148252 8 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=013078287&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Scheid, Sandro 1969- Selection models for nonignorable missing data Anwendungsorientierte Statistik Mathematical statistics Missing observations (Statistics) Multiple imputation (Statistics) Fehlende Daten (DE-588)4264715-0 gnd |
| subject_GND | (DE-588)4264715-0 (DE-588)4113937-9 |
| title | Selection models for nonignorable missing data |
| title_auth | Selection models for nonignorable missing data |
| title_exact_search | Selection models for nonignorable missing data |
| title_full | Selection models for nonignorable missing data Sandro Scheid |
| title_fullStr | Selection models for nonignorable missing data Sandro Scheid |
| title_full_unstemmed | Selection models for nonignorable missing data Sandro Scheid |
| title_short | Selection models for nonignorable missing data |
| title_sort | selection models for nonignorable missing data |
| topic | Mathematical statistics Missing observations (Statistics) Multiple imputation (Statistics) Fehlende Daten (DE-588)4264715-0 gnd |
| topic_facet | Mathematical statistics Missing observations (Statistics) Multiple imputation (Statistics) Fehlende Daten Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=013078287&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV011148252 |
| work_keys_str_mv | AT scheidsandro selectionmodelsfornonignorablemissingdata |