Applied logistic regression:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York [u.a.]
Wiley
2000
|
| Edition: | 2. ed. |
| Series: | Wiley series in probability and statistics : texts and references section
A Wiley Interscience publication |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Literaturverz. S. 354 - 367. - Lösungsheft u.d.T.: Cook, Elizabeth D.: Solutions manual to accompany "Applied logistic regression" |
| Physical Description: | XII, 375 S. graph. Darst. |
| ISBN: | 0471356328 |
Staff View
MARC
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Record in the Search Index
| _version_ | 1804128499003293696 |
|---|---|
| adam_text | CONTENTS
1
Introduction
to the Logistic Regression Model
1
]. ]
Introduction,
1
1.2
Fitting the Logistic Regression Model,
7
1.3
Testing for the Significance of the Coefficients,
11
1.4
Confidence Interval Estimation,
17
1.5
Other Methods of Estimation,
21
1.6
Data Sets,
23
1.6.1
The ICU Study,
23
1.6.2
The Low Birth Weight Study,
25
1.6.3
The Prostate Cancer Study,
26
1.6.4
The UMARU IMPACT Study,
27
Exercises,
28
2
Multiple Logistic Regression
31
2.1
Introduction,
31
2.2
The Multiple Logistic Regression Model,
31
2.3
Fitting the Multiple Logistic Regression Model,
33
2.4
Testing for the Significance of the Model,
36
2.5
Confidence Interval Estimation,
40
2.6
Other Methods of Estimation,
43
Exercises,
44
3
Interpretation of the Fitted Logistic Regression Model
47
3.1
Introduction,
47
3.2
Dichotomous Independent Variable,
48
3.3
Polychotomous Independent Variable,
56
3.4
Continuous Independent Variable,
63
3.5
The
Multivariable
Model,
64
3.6
Interaction and Confounding,
70
3.7
Estimation of Odds Ratios in the Presence of
interaction,
74
3.8
A Comparison of Logistic Regression and
Stratified Analysis for
2
χ
2
Tables,
79
3.9
Interpretation of the Fitted Values,
85
Exercises,
88
4
Model-Building Strategies and Methods for
vi
CONTENTS
Logistic
Regression 91
4.1
Introduction,
91
4.2
Variable
Selection,
92
4.3
Stepwise Logistic Regression,
116
4.4
Best Subsets Logistic Regression,
128
4.5
Numerical Problems,
135
Exercises,
142
5
Assessing the Fit of the Model
143
5.1
Introduction,
143
5.2
Summary Measures of Goodness-of-Fit,
144
5.2.1
Pearson Chi-Square Statistic and Deviance,
145
5.2.2
The Hosmer-Lemeshow Tests,
147
5.2.3
Classification Tables,
156
5.2.4
Area Under the ROC Curve,
160
5.2.5
Other Summary Measures,
164
5.3
Logistic Regression Diagnostics,
167
5.4
Assessment of Fit via External Validation,
186
5.5
Interpretation and Presentation of Results from
a Fitted Logistic Regression Model,
188
Exercises,
200
6
Application of Logistic Regression with Different
Sampling Models
203
6.1
Introduction,
203
6.2
Cohort Studies,
203
6.3
Case-Control Studies,
205
6.4
Fitting Logistic Regression Models to Data
from Complex Sample Surveys,
211
Exercises,
222
7
Logistic Regression for Matched Case-Control Studies
223
7.1
Introduction,
223
7.2
Logistic Regression Analysis for the
1-1
Matched Study,
226
7.3
An Example of the Use of the Logistic Regression
Model in a
1-1
Matched Study,
230
7.4
Assessment of Fit in a Matched Study,
236
7.5
An Example of the Use of the Logistic Regression
Model in
a i-M
Matched Study,
243
7.6
Methods for Assessment of Fit in a
1-М
CONTENTS
vii
Matched Study,
248
7.7
An Example of Assessment of Fit in a
1-М
Matched Study,
252
Exercises,
259
8
Special Topics
260
8.1
The Multinomial Logistic Regression Model,
260
8.1.1
Introduction to the Model and Estimation of the
Parameters,
260
8.1.2
Interpreting and Assessing the Significance of the
Estimated Coefficients,
264
8.1.3
Model-Building Strategies for Multinomial Logistic
Regression,
273
8.1.4
Assessment of Fit and Diagnostics for the
Multinomial Logistic Regression Model,
280
8.2
Ordinal Logistic Regression Models,
288
8.2.1
Introduction to the Models, Methods for Fitting
and Interpretation of Model Parameters,
288
8.2.2
Model Building Strategies for Ordinal Logistic
Regression Models,
305
8.3
Logistic Regression Models for the Analysis of
Correlated Data,
308
8.4
Exact Methods for Logistic Regression Models,
330
8.5
Sample Size Issues When Fitting Logistic Regression
Models,
339
Exercises,
347
Addendum
352
References
354
Index
369
|
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| author | Hosmer, David W. 1944- Lemeshow, Stanley 1948- |
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| ctrlnum | (OCoLC)248643413 (DE-599)BVBBV013685009 |
| dewey-full | 519.536 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.536 |
| dewey-search | 519.536 |
| dewey-sort | 3519.536 |
| dewey-tens | 510 - Mathematics |
| discipline | Biologie Mathematik Wirtschaftswissenschaften |
| edition | 2. ed. |
| format | Book |
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| id | DE-604.BV013685009 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:50:12Z |
| institution | BVB |
| isbn | 0471356328 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009351524 |
| oclc_num | 248643413 |
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| physical | XII, 375 S. graph. Darst. |
| publishDate | 2000 |
| publishDateSearch | 2000 |
| publishDateSort | 2000 |
| publisher | Wiley |
| record_format | marc |
| series2 | Wiley series in probability and statistics : texts and references section A Wiley Interscience publication |
| spelling | Hosmer, David W. 1944- Verfasser (DE-588)172144329 aut Applied logistic regression David W. Hosmer ; Stanley Lemeshow 2. ed. New York [u.a.] Wiley 2000 XII, 375 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Wiley series in probability and statistics : texts and references section A Wiley Interscience publication Literaturverz. S. 354 - 367. - Lösungsheft u.d.T.: Cook, Elizabeth D.: Solutions manual to accompany "Applied logistic regression" Logistische Verteilung - Regressionsanalyse Regression analysis Biostatistik (DE-588)4729990-3 gnd rswk-swf Anwendung (DE-588)4196864-5 gnd rswk-swf Regressionsmodell (DE-588)4127980-3 gnd rswk-swf Epidemiologie (DE-588)4015016-1 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Regressionsmodell (DE-588)4127980-3 s Anwendung (DE-588)4196864-5 s Regressionsanalyse (DE-588)4129903-6 s 1\p DE-604 Epidemiologie (DE-588)4015016-1 s 2\p DE-604 Biostatistik (DE-588)4729990-3 s 3\p DE-604 Lemeshow, Stanley 1948- Verfasser (DE-588)136273823 aut Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009351524&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 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 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Hosmer, David W. 1944- Lemeshow, Stanley 1948- Applied logistic regression Logistische Verteilung - Regressionsanalyse Regression analysis Biostatistik (DE-588)4729990-3 gnd Anwendung (DE-588)4196864-5 gnd Regressionsmodell (DE-588)4127980-3 gnd Epidemiologie (DE-588)4015016-1 gnd Regressionsanalyse (DE-588)4129903-6 gnd |
| subject_GND | (DE-588)4729990-3 (DE-588)4196864-5 (DE-588)4127980-3 (DE-588)4015016-1 (DE-588)4129903-6 |
| title | Applied logistic regression |
| title_auth | Applied logistic regression |
| title_exact_search | Applied logistic regression |
| title_full | Applied logistic regression David W. Hosmer ; Stanley Lemeshow |
| title_fullStr | Applied logistic regression David W. Hosmer ; Stanley Lemeshow |
| title_full_unstemmed | Applied logistic regression David W. Hosmer ; Stanley Lemeshow |
| title_short | Applied logistic regression |
| title_sort | applied logistic regression |
| topic | Logistische Verteilung - Regressionsanalyse Regression analysis Biostatistik (DE-588)4729990-3 gnd Anwendung (DE-588)4196864-5 gnd Regressionsmodell (DE-588)4127980-3 gnd Epidemiologie (DE-588)4015016-1 gnd Regressionsanalyse (DE-588)4129903-6 gnd |
| topic_facet | Logistische Verteilung - Regressionsanalyse Regression analysis Biostatistik Anwendung Regressionsmodell Epidemiologie Regressionsanalyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009351524&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT hosmerdavidw appliedlogisticregression AT lemeshowstanley appliedlogisticregression |