Biostatistics in public health using STATA:
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Hauptverfasser: | , , , |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Boca Raton ; London ; New York
CRC Press, Taylor & Francis Group
[2016]
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Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis Inhaltsverzeichnis |
Beschreibung: | xvi, 190 Seiten Illustrationen |
ISBN: | 9781498721998 |
Internformat
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264 | 1 | |a Boca Raton ; London ; New York |b CRC Press, Taylor & Francis Group |c [2016] | |
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Datensatz im Suchindex
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adam_text | BIOSTATISTICS IN PUBLIC HEALTH USING STATA
/ SUAREZ PEREZ, ERICK L. [AUTHOR] 1953-
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
BASIC COMMANDS
DATA DESCRIPTION
GRAPH CONSTRUCTION
SIGNIFICANCE TESTS
LINEAR REGRESSION MODELS
ANALYSIS OF VARIANCE
CATEGORICAL DATA ANALYSIS
LOGISTIC REGRESSION MODEL
POISSON REGRESSION MODEL
SURVIVAL ANALYSIS
ANALYSIS OF CORRELATED DATA
INTRODUCTION TO ADVANCED PROGRAMMING IN STATA.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
Titel: Biostatistics in public health using STATA
Autor: Suárez, Erick L
Jahr: 2016
Contents
Preface................................................................................................................xi
Acknowledgments............................................................................................xiii
Authors..............................................................................................................xv
1 Basic Commands....................................................................................1
1.1 Introduction....................................................................................1
1.2 Entering Stata..................................................................................2
1.3 Taskbar............................................................................................2
1.4 Help................................................................................................3
1.5 Stata Working Directories...............................................................4
1.6 Reading a Data File.........................................................................6
1.7 insheet Procedure.............................................................................7
1.8 Types of Files...................................................................................7
1.9 Data Editor......................................................................................7
2 Data Description..................................................................................11
2.1 Most Useful Commands...............................................................11
2.2 list Command................................................................................12
2.3 Mathematical and Logical Operators.............................................12
2.4 generate Command........................................................................14
2.5 recode Command...........................................................................15
2.6 drop Command.............................................................................16
2.7 replace Command..........................................................................16
2.8 label Command.............................................................................16
2.9 summarize Command...................................................................17
2.10 do-file Editor.................................................................................19
2.11 Descriptive Statistics and Graphs...................................................19
2.12 tabulate Command........................................................................20
3 Graph Construction.............................................................................23
3.1 Introduction..................................................................................23
3.2 Box Plot.........................................................................................23
3.3 Histogram.....................................................................................25
3.4 Bar Chart......................................................................................25
vii
viii ¦ Contents
4 Significance Tests.................................................................................^
4.1 Introduction..................................................................................^9
4.2 Normality Test..............................................................................31
4.3 Variance Homogeneity..................................................................31
4.4 Student s f-Test for Independent Samples.......................................33
4.3 Confidence Intervals for Testing the Null Hypothesis...................33
4.6 Nonparametric Tests for Unpaired Groups....................................33
4.7 Sample Size and Statistical Power...................................................36
5 Linear Regression Models....................................................................41
5.1 Introduction..................................................................................41
5.2 Model Assumptions......................................................................42
5.3 Parameter Estimation....................................................................43
5.4 Hypothesis Testing........................................................................43
5.5 Coefficient of Determination........................................................44
5.6 Pearson Correlation Coefficient.....................................................45
5.7 Scatter Plot...................................................................................46
5.8 Running the Model.......................................................................47
5.9 Centering.......................................................................................47
5.10 Bootstrapping................................................................................49
5.11 Multiple Linear Regression Model.................................................50
5.12 Partial Hypothesis.........................................................................52
5.13 Prediction......................................................................................54
5.14 Polynomial Linear Regression Model............................................55
5.15 Sample Size and Statistical Power..................................................57
5.16 Considerations for the Assumptions of the Linear Regression Model.... 59
6 Analysis of Variance.............................................................................61
6.1 Introduction..................................................................................61
6.2 Data Structure...............................................................................62
6.3 Example for Fixed Effects..............................................................62
6.4 Linear Model with Fixed Effects....................................................63
6.5 Analysis of Variance with Fixed Effects........................................64
6.6 Programming for ANOVA............................................................65
6.7 Planned Comparisons (before Observing the Data).......................68
6.7.1 Comparison of Two Expected Values..............................68
6.7.2 Linear Contrast...............................................................69
6.8 Multiple Comparisons: Unplanned Comparisons..........................70
6.9 Random Effects.............................................................................72
6.10 Other Measures Related to the Random Effects Model.................74
6.10.1 Covariance.....................................................................74
6.10.2 Variance and Its Components.........................................75
6.10.3 Intraclass Correlation Coefficient...................................75
Contents ¦ ix
6.11 Example of a Random Effects Model.............................................75
6.12 Sample Size and Statistical Power..................................................78
7 Categorical Data Analysis....................................................................81
7.1 Introduction..................................................................................81
7.2 Cohort Study.................................................................................82
7.3 Case-Control Study......................................................................84
7.4 Sample Size and Statistical Power..................................................86
8 Logistic Regression Model...................................................................89
8.1 Model Definition...........................................................................89
8.2 Parameter Estimation...................................................................90
8.3 Programming the Logistic Regression Model................................91
8.3.1 Using glm..........................................................................92
8.3.2 Using logit........................................................................92
8.3.3 Using logistic.....................................................................93
8.3.4 Using binreg......................................................................93
8.4 Alternative Database......................................................................94
8.5 Estimating the Odds Ratio............................................................95
8.6 Significance Tests..........................................................................96
8.6.1 Likelihood Ratio Test.......................................................96
8.6.2 Wald Test.........................................................................96
8.7 Extension of the Logistic Regression Model...................................97
8.8 Adjusted OR and the Confounding Effect...................................100
8.9 Effect Modification......................................................................101
8.10 Prevalence Ratio..........................................................................102
8.11 Nominal and Ordinal Outcomes.................................................103
8.12 Overdispersion.............................................................................109
8.13 Sample Size and Statistical Power................................................109
9 Poisson Regression Model..................................................................113
9.1 Model Definition.........................................................................113
9.2 Relative Risk................................................................................114
9.3 Parameter Estimation..................................................................115
9.4 Example.......................................................................................115
9.5 Programming the Poisson Regression Model...............................116
9.6 Assessing Interaction Terms.........................................................117
9.7 Overdispersion.............................................................................121
10 Survival Analysis................................................................................123
10.1 Introduction................................................................................123
10.2 Probability of Survival.................................................................126
10.3 Components of the Study Design................................................126
10.4 Kaplan-Meier Method................................................................127
x ¦ Contents
10.5 Programming of ..............................................................
10.6 Hazard Function................................................................
10.7 Relationship between S(t) and h(t).....................................
10.8 Cumulative Hazard Function............................................
10.9 Median Survival Time and Percentiles...............................
10.10 Comparison of Survival Curves.........................................
10.11 Proportional Hazards Assumption.....................................
10.12 Significance Assessment.....................................................
10.12.1 Log-Rank Test..................................................
10.12.2 Wilcoxon-Gehan-Breslow Test.......................
10.12.3 Tarone-Ware Test.............................................
10.13 Cox Proportional Hazards Model......................................
10.14 Assessment of the Proportional Hazards Assumption.........
10.15 Survival Function Estimation Using the Cox Proportional
Hazards Model..................................................................
10.16 Stratified Cox Proportional Hazards Model.......................
11 Analysis of Correlated Data...............................................................149
11.1 Regression Models with Correlated Data...................................149
11.2 Mixed Models............................................................................154
11.3 Random I ntercept......................................................................156
11.4 Using the mixed and gllamm Commands with a Random
Intercept.....................................................................................157
11.5 Using the mixed Command with Random Intercept and Slope... 161
11.6 Mixed Models in a Sampling Design.........................................163
12 Introduction to Advanced Programming in STATA..........................167
12.1 Introduction......................................................,........................167
12.2 do-files.......................................................................................167
12.3 program Command....................................................................168
12.4 Log Files.....................................................................................170
12.5 trace Command..........................................................................170
12.6 Delimiters..................................................................................171
12.7 Indexing.....................................................................................172
12.8 Local Macros.............................................................................174
12.9 Scalars........................................................................................175
12.10 Loops (foreach andforvalues)......................................................176
12.11 Application of matrix and local Commands for Prevalence
Estimation.................................................................................179
References............................................................................................. 133
Index......................................................................................................................10c
128
132
134
135
136
137
138
139
140
141
142
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146
.146
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any_adam_object | 1 |
author | Suárez, Erick L. Pérez, Cynthia M. Nogueras, Graciela M. Moreno-Gorrín, Camille |
author_GND | (DE-588)110314104X |
author_facet | Suárez, Erick L. Pérez, Cynthia M. Nogueras, Graciela M. Moreno-Gorrín, Camille |
author_role | aut aut aut aut |
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callnumber-first | R - Medicine |
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dewey-ones | 610 - Medicine and health |
dewey-raw | 610.72/7 |
dewey-search | 610.72/7 |
dewey-sort | 3610.72 17 |
dewey-tens | 610 - Medicine and health |
discipline | Wirtschaftswissenschaften Medizin |
format | Book |
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spelling | Suárez, Erick L. Verfasser (DE-588)110314104X aut Biostatistics in public health using STATA Erick L. Suárez, Cynthia M. Pérez, Graciela M. Nogueras, Camille Moreno-Gorrín Boca Raton ; London ; New York CRC Press, Taylor & Francis Group [2016] xvi, 190 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Biostatistics Statistics as Topic Models, Statistical Public Health Öffentliches Gesundheitswesen (DE-588)4139691-1 gnd rswk-swf Biostatistik (DE-588)4729990-3 gnd rswk-swf Stata (DE-588)4617285-3 gnd rswk-swf Stata (DE-588)4617285-3 s Biostatistik (DE-588)4729990-3 s Öffentliches Gesundheitswesen (DE-588)4139691-1 s DE-604 Pérez, Cynthia M. Verfasser aut Nogueras, Graciela M. Verfasser aut Moreno-Gorrín, Camille Verfasser aut LoC Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029069229&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029069229&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Suárez, Erick L. Pérez, Cynthia M. Nogueras, Graciela M. Moreno-Gorrín, Camille Biostatistics in public health using STATA Biostatistics Statistics as Topic Models, Statistical Public Health Öffentliches Gesundheitswesen (DE-588)4139691-1 gnd Biostatistik (DE-588)4729990-3 gnd Stata (DE-588)4617285-3 gnd |
subject_GND | (DE-588)4139691-1 (DE-588)4729990-3 (DE-588)4617285-3 |
title | Biostatistics in public health using STATA |
title_auth | Biostatistics in public health using STATA |
title_exact_search | Biostatistics in public health using STATA |
title_full | Biostatistics in public health using STATA Erick L. Suárez, Cynthia M. Pérez, Graciela M. Nogueras, Camille Moreno-Gorrín |
title_fullStr | Biostatistics in public health using STATA Erick L. Suárez, Cynthia M. Pérez, Graciela M. Nogueras, Camille Moreno-Gorrín |
title_full_unstemmed | Biostatistics in public health using STATA Erick L. Suárez, Cynthia M. Pérez, Graciela M. Nogueras, Camille Moreno-Gorrín |
title_short | Biostatistics in public health using STATA |
title_sort | biostatistics in public health using stata |
topic | Biostatistics Statistics as Topic Models, Statistical Public Health Öffentliches Gesundheitswesen (DE-588)4139691-1 gnd Biostatistik (DE-588)4729990-3 gnd Stata (DE-588)4617285-3 gnd |
topic_facet | Biostatistics Statistics as Topic Models, Statistical Public Health Öffentliches Gesundheitswesen Biostatistik Stata |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029069229&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=029069229&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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