Statistical analysis with missing data:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Hoboken, NJ
Wiley-Interscience
2002
|
| Edition: | 2. ed. |
| Series: | Wiley series in probability and statistics
A Wiley-Interscience publication |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Item Description: | Hier auch später erschienene, unveränderte Nachdrucke |
| Physical Description: | XV, 381 S. graph. Darst. |
| ISBN: | 0471183865 |
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MARC
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Record in the Search Index
| _version_ | 1804129337698418688 |
|---|---|
| adam_text | Contents
Preface
PART I OVERVIEW AND BASIC APPROACHES
1.
1.1.
1.2.
1.3.
1.4.
2.
2.1.
2.2.
2.3.
2.4.
2.4.1.
2.4.2.
2.4.3.
2.4.4.
2.5.
2.5.1.
2.5.2.
2.5.3.
FValues,
2.5.4.
and the Covariance Matrix of
vi
2.6.
Using Only Complete-Data Methods,
2.7.
Degree of Freedom Sums of Squares,
2.8.
Degree of Freedom,
3.
Weighting Methods
3.1.
3.2.
3.3.
3.3.1.
3.3.2.
3.3.3.
3.3.4.
3.3.5.
3.4.
4.
4.1.
4.2.
4.2.1.
4.2.2.
4.3.
4.3.1.
4.3.2.
4.4.
5.
5.1.
5.2.
from a Single Filled-in Data Set,
5.3.
5.3.1.
5.3.2.
5.4.
5.5.
Imputation,
CONTENTS
PART II LIKELIHOOD-BASED APPROACHES TO THE
ANALYSIS OF MISSING DATA
6.
6.1.
6.1.1.
6.1.2.
6.1.3.
Inference,
6.1.4.
Distribution,
6.1.5.
6.2.
6.3.
Maximizing Over the Parameters and the Missing Data,
6.3.1.
6.3.2.
6.3.3.
6.4.
7.
Mechanism
7.1.
7.2.
Nonresponse: ML Estimation,
7.2.1.
7.2.2.
7.3.
7.4.
7.4.1.
to Nonresponse,
7.4.2.
Pattern,
7.4.3.
Operator,
7.4.4.
the Sweep Operator,
7.5.
Vlii CONTENTS
8.
Introduction and Theory with Ignorabie Nonresponse
8.1.
8.2.
8.3.
8.4.
8.4.1.
8.4.2.
8.4.3.
8.5.
8.5.1.
8.5.2.
8.5.3.
8.6.
9.
Estimates
9.1.
9.2.
Computing and Inverting an Estimate of the Observed
Information Matrix,
9.2.1.
9.2.2.
9.2.3.
9.2.4.
10.
10.1.
10.1.1.
10.1.2.
10.1.3.
10.1.4.
10.2.
10.2.1.
Posterior Mean and Variance Based on a Small
Number of Draws,
10.2.2.
10.2.3.
Imputations,
CONTENTS IX
PART III LIKELIHOOD-BASED APPROACHES TO THE ANALYSIS OF
INCOMPLETE DATA: SOME EXAMPLES
11.
Mechanism
11.1.
11.2.
Missing Data Under Normality,
11.2.1.
Normal Samples,
11.2.2.
(0 - 0), 226
11.2.3.
Augmentation,
11.3.
11.4.
11.4.1.
to the Dependent Variable,
11.4.2.
Missing Data,
11.5.
11.6.
11.6.1.
11.6.2.
with Missing Values,
11.6.3. Kaiman
12.
12.1.
12.2.
12.3.
12.3.1.
12.3.2.
Matrix from Data with Missing Values,
12.3.3.
12.3.4.
12.4.
13.
the Missing-Data Mechanism
13.1.
X
13.2.
13.2.1.
13.2.2.
13.2.3.
. 13.3.
with General Patterns of Missing Data,
13.4. Loglinear
Tables,
13.4.1.
13.4.2. Loglinear
13.4.3.
Data,
14.
Ignoring the Missing-Data Mechanism
14.1.
14.2.
14.2.1.
Estimates,
14.2.2.
14.2.3.
14.2.4.
General Location Model,
14.3.
14.3.1.
14.3.2.
14.3.3. Loglinear
14.3.4.
and
14.3.5.
are More Observed than the Continuous
Variables,
14.4.
and Categorical Variables,
14.4.1.
or Categorical Covariates,
14.4.2.
Categorical Covariates,
14.5.
15. Nonignorable Missing-Data Models
15.1.
CONTENTS Xi
15.2.
15.3.
Mechanisms: Grouped and Rounded Data,
15.4.
15.5.
15.5.1.
15.5.2.
Identified via Parameter Restrictions,
15.6.
Data,
15.7.
References
Author Index
Subject Index
Statistical analysis of data sets witlf missing values is a pervasive problem for which
dard
nata
:
Edition by two acknowledged experts on the subject offers a thoroughly up-to-date,
ganjzed survey of current methodology for handling missing-data pioblems ^^^^H
Blending theory and application, authors Roderick Little and Donald Rubin
approaches to the subject and describe rigorous yet simple methods for multivanate
sis with missing values. They then piovide a coheient theory for analysis of problems based
on likelihoods derived from statistical models
and apply the theoiy
■•Ahe
-Expanded coverage of Bayesian methodology, both theoretical and computational,
of multiple imputation ^■■i^^^^^^^^^^^^^^^^HHHP^^I
Analysis of data with missing values where inferences are based on1 likelihoods derived
from formal statistical models
Applications of the approach in a variety of contexts including regression, factor aW,.
sis. contingency table analysis time
•■Extensive references, examples and exeicises-
|
| any_adam_object | 1 |
| author | Little, Roderick J. A. 1949- Rubin, Donald B. 1943- |
| author_GND | (DE-588)138949581 (DE-588)131607618 |
| author_facet | Little, Roderick J. A. 1949- Rubin, Donald B. 1943- |
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| author_sort | Little, Roderick J. A. 1949- |
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| dewey-hundreds | 500 - Natural sciences and mathematics |
| 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 | 2. ed. |
| format | Book |
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| indexdate | 2024-07-09T19:03:32Z |
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| isbn | 0471183865 |
| language | English |
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| record_format | marc |
| series2 | Wiley series in probability and statistics A Wiley-Interscience publication |
| spelling | Little, Roderick J. A. 1949- Verfasser (DE-588)138949581 aut Statistical analysis with missing data Roderick J. A. Little ; Donald B. Rubin 2. ed. Hoboken, NJ Wiley-Interscience 2002 XV, 381 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Wiley series in probability and statistics A Wiley-Interscience publication Hier auch später erschienene, unveränderte Nachdrucke Statistische Analyse (DE-588)4116599-8 gnd rswk-swf Datenauswertung (DE-588)4131193-0 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Ungewissheit (DE-588)4137198-7 gnd rswk-swf Multivariate Analyse (DE-588)4040708-1 gnd rswk-swf Element Statistik (DE-588)4448257-7 gnd rswk-swf Fehlende Daten (DE-588)4264715-0 gnd rswk-swf Fehlende Daten (DE-588)4264715-0 s Datenauswertung (DE-588)4131193-0 s DE-604 Multivariate Analyse (DE-588)4040708-1 s DE-188 Statistik (DE-588)4056995-0 s Element Statistik (DE-588)4448257-7 s Statistische Analyse (DE-588)4116599-8 s 1\p DE-604 Ungewissheit (DE-588)4137198-7 s 2\p DE-604 Rubin, Donald B. 1943- Verfasser (DE-588)131607618 aut Erscheint auch als Online-Ausgabe 978-1-118-62586-6 (DE-604)BV043397088 Digitalisierung UBPassau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009899207&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Passau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009899207&sequence=000002&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Little, Roderick J. A. 1949- Rubin, Donald B. 1943- Statistical analysis with missing data Statistische Analyse (DE-588)4116599-8 gnd Datenauswertung (DE-588)4131193-0 gnd Statistik (DE-588)4056995-0 gnd Ungewissheit (DE-588)4137198-7 gnd Multivariate Analyse (DE-588)4040708-1 gnd Element Statistik (DE-588)4448257-7 gnd Fehlende Daten (DE-588)4264715-0 gnd |
| subject_GND | (DE-588)4116599-8 (DE-588)4131193-0 (DE-588)4056995-0 (DE-588)4137198-7 (DE-588)4040708-1 (DE-588)4448257-7 (DE-588)4264715-0 |
| title | Statistical analysis with missing data |
| title_auth | Statistical analysis with missing data |
| title_exact_search | Statistical analysis with missing data |
| title_full | Statistical analysis with missing data Roderick J. A. Little ; Donald B. Rubin |
| title_fullStr | Statistical analysis with missing data Roderick J. A. Little ; Donald B. Rubin |
| title_full_unstemmed | Statistical analysis with missing data Roderick J. A. Little ; Donald B. Rubin |
| title_short | Statistical analysis with missing data |
| title_sort | statistical analysis with missing data |
| topic | Statistische Analyse (DE-588)4116599-8 gnd Datenauswertung (DE-588)4131193-0 gnd Statistik (DE-588)4056995-0 gnd Ungewissheit (DE-588)4137198-7 gnd Multivariate Analyse (DE-588)4040708-1 gnd Element Statistik (DE-588)4448257-7 gnd Fehlende Daten (DE-588)4264715-0 gnd |
| topic_facet | Statistische Analyse Datenauswertung Statistik Ungewissheit Multivariate Analyse Element Statistik Fehlende Daten |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009899207&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=009899207&sequence=000002&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT littleroderickja statisticalanalysiswithmissingdata AT rubindonaldb statisticalanalysiswithmissingdata |