Practical statistical power analysis using webpower and R:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Granger, IN
ISDSA Press
2018
|
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | 354 Seiten Illustrationen, Diagramme |
| ISBN: | 9781946728029 |
Internformat
MARC
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| 020 | |a 9781946728029 |9 978-1-946728-02-9 | ||
| 035 | |a (OCoLC)1112140361 | ||
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| 245 | 1 | 0 | |a Practical statistical power analysis using webpower and R |c Zhiyong Zhang and Ke-Hai Yuan |
| 264 | 1 | |a Granger, IN |b ISDSA Press |c 2018 | |
| 300 | |a 354 Seiten |b Illustrationen, Diagramme | ||
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| 700 | 1 | |a Zhang, Zhiyong |0 (DE-588)1163840769 |4 aut | |
| 700 | 1 | |a Yuan, Ke-Hai |0 (DE-588)1192378369 |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |z 978-1-946728-00-5 |
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Datensatz im Suchindex
| _version_ | 1804180327014334464 |
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| adam_text | Contents 1 Introduction to Statistical Power Analysis by Zhiyong Zhang and Ке-Hai Yuan 1.1 What Is Statistical Power?................................................. 1.2 Factors Influencing Statistical Power............................... 1.3 Conducting Power Analysis and Sample Size Planning . 1.4 Retrospective or Post-hoc Power Analysis....................... 1.5 Determination of Effect Size.............................................. 9 9 10 12 14 15 1 Statistical Power Analysis based on Analytical Results 17 2 Statistical Power Analysis for Correlation by Lin Xing 2.1 How to Conduct Power Analysis for Correlation........... 2.2 Effect Size for Correlation................................................. 2.3 Using R WebPower for Power Analysis for Correlation . 2.4 Technical Details ............................................................... 2.5 Exercises.............................................................................. 19 19 23 24 28 29 3 Statistical Power Analysis for Tests of Proportions by Meghan Cain 3.1 One-sample Proportion Test.............................................. 3.2 Two-sample Proportion Test with Equal Sample Sizes . . 3.3 Two-sample Proportion Test with Unequal Sample Sizes 3.4 Exercises.............................................................................. 31 31 40 46 50 4 Statistical Power Analysis for t-tests by Han Du 4.1 How to Conduct Power Analysis for í tests.................... 4.2 Using R Package WebPower.............................................. 4.3 Effect Size for
r-tests......................................................... 4.4 Technical Details ............................................................... 4.5 Exercises.............................................................................. 51 51 57 61 65 70 5 Statistical Power Analysis for One-Way ANOVA by Zhiyong Zhang 73 5.1 How to Conduct Power Analysis for One-way ANOVA . 73
4 5.2 5.3 5.4 5.5 6 Using R WebPower for Power Analysis for One-way ANOVA .............................................................................. Effect Size for One-way ANOVA...................................... Technical Details ................................................................ Exercises.............................................................................. 76 81 85 87 Statistical Power Analysis for Two-Way and Three-Way ANOVA by Zhiyong Zhang 89 6.1 How to Conduct Power Analysis for Two-way and Threeway ANOVA........................................................................ 89 6.2 Using R for Power Analysis for Two-way and Three-way ANOVA .............................................................................. 93 6.3 Effect Size for Two-way and Three-way ANOVA............ 95 6.4 Technical Details ...................................................................104 6.5 Exercises.................................................................................104 7 Statistical Power Analysis for One-way ANOVA with Binary or Count Data by Yujiao Mai 105 7.1 How to Conduct Power Analysis for One-way ANOVA with Binary Data.................................................................. 105 7.2 Using R WebPower for One-way ANOVA with Binary Datal09 7.3 Calculate Effect Size for One-way ANOVA with Binary Data......................................................................................... 113 7.4 Technical Details .................................................................. 115 7.5 How to Conduct Power Analysis for One-
way ANOVA with Count Data..................................................................... 119 7.6 Using R WebPower for One-way ANOVA with Count Datal21 7.7 Calculate Effect Size for One-way ANOVA with Count Data......................................................................................... 125 7.8 Technical Details .................................................................. 128 7.9 Exercises.................................................................................131 8 Statistical Power Analysis for Repeated-Measures ANOVA by Ge Jiang 133 8.1 How to Conduct Power Analysis for Repeated-Measures ANOVA ................................................................................ 133 8.2 Using R Package WebPower for Power Calculation . . . 139 8.3 Effect Size for Repeated-measures ANOVA....................... 141 8.4 Technical Details .................................................................. 147 8.5 Exercises................................................................................ 152 9 Statistical Power Analysis for Linear Regression by Agung Santoso 155 9.1 How to Conduct Power Analysis for Linear Regression . 156
9.2 Using R Package WebPower for Power Analysis for Lin ear Regression........................................................................ 159 9.3 Effect Size for Linear Regression.........................................162 9.4 Technical Details ...................................................................164 9.5 Exercises................................................................................. 165 10 Statistical Power Analysis for Logistic Regression by Haiyan Liu 167 10.1 How to Conduct Power Analysis for Logistic Regression 167 10.2 Using R Package WebPower for Power Analysis for Lo gistic Regression ...................................................................171 10.3 Technical Details .................................................................. 174 10.4 Exercises.................................................................................176 11 Statistical Power Analysis for Poisson Regression by Haiyan Liu 177 11.1 How to Conduct Power Analysis for Poisson Regression 177 11.2 Using R Package WebPower for Power Analysis for Pois son Regression........................................................................ 181 11.3 Technical Details .................................................................. 183 11.4 Exercises.................................................................................186 12 Statistical Power Analysis for Cluster Randomized Trials by Miao Yang 187 12.1 12.2 12.3 12.4 12.5 12.6 12.7 12.8 How to Conduct Power Analysis for CRT with 2 Arms . 187 Use R Package
WebPower....................................................192 Effect Size and Intra-class Correlation for CRT with 2 Armsl94 How to Conduct Power Analysis for CRT with 3 Arms . 197 Use R Rackage WebPower....................................................201 Effect Size and Intra-class Correlation for CRT with 3 Arms202 Technical Details .................................................................. 210 Exercises.................................................................................212 13 Statistical Power Analysis for Multisite Randomized Trials by Miao Yang 215 13.1 13.2 13.3 13.4 13.5 13.6 13.7 13.8 How to Conduct Power Analysis for MRT with 2 Arms . 215 Use R Package WebPower....................................................220 Effect Size for MRT with 2 Arms........................................ 225 How to Conduct Power Analysis for MRT with 3 Arms . 226 Use R Package WebPower....................................................232 Effect Size for MRT with 3 Arms........................................ 236 Technical Details .................................................................. 237 Exercises.................................................................................240 14 Statistical Power Analysis for Simple Mediation via Sobel
6 Test by Zhiyong Zhang 243 14.1 How to Conduct Power Analysis for Mediation Analysis 244 14.2 Using WebPower for Power Analysis for Simple Mediation248 14.3 Technical Details .................................................................. 251 14.4 Exercises.................................................................................252 15 Statistical Power Analysis for Structural Equation Modeling by Zhiyong Zhang 253 15.1 Power Analysis Using the Sátorrá Saris (1985) Method 253 15.2 Examples.................................................................................254 15.3 Using WebPower for Power Analysis ................................257 15.4 Effect Size..............................................................................261 15.5 Technical Details ..................................................................262 15.6 Power Analysis Based on RMSEA Using the MacCallum et al. (1996) Method............................................................... 264 15.7 Examples................................................................................ 265 15.8 Using WebPower for Power Analysis . . . ....................... 267 15.9 Effect Size..............................................................................271 15.lOTechnical Details ..................................................................272 15.11 Exercises................................................................................ 272 II Statistical Power Analysis based on Monte Carlo Simu lation 275 16 Power Analysis for t-test with Non-normal Data and Unequal Variances
by Han Du, Zhiyong Zhang, Ке-Hai Yuan 277 16.1 One-sample t-test..................................................................278 16.2 Two-sample t-test..................................................................280 16.3 Power Analysis Using R Package WebPower................... 281 16.4 Power Analysis UsingWebPower Online Interface .... 283 17 Statistical Power for SEM and Mediation with Non-normal Data based on Monte Carlo Simulation by Zhiyong Zhang 287 17.1 Monte Carlo Based Statistical Power Analysis ................. 287 17.2 R Package.......................................... 291 17.3 Examples................................................................................294 18 Statistical Power Analysis for Latent Change Score Models through Monte Carlo Simulation by Zhiyong Zhang and Haiyan Liu 301 18.1 A Univariate Latent Change Score Model.......................301 18.2 A Bivariate Latent Change Score Model......................... 302 18.3 Conducting Power Analysis for Latent Change Score Models.................................................................................. 305
18.4 Examples................................................................................. 306 18.5 Exercises................................................................................. 311 III Statistical Power Analysis based on Path Diagrams 313 19 Drawing Path Diagrams by Zhiyong Zhang and Yujiao Mai 315 19.1 Traditional Path Diagrams.................................................... 315 19.2 Path Diagram in WebPower................................................. 317 20 Power Analysis based on Monte Carlo Simulation through Diagrams by Zhiyong Zhang and Yujiao Mai 325 20.1 A Regular Monte Carlo Based Method............................ 325 20.2 A Double Monte Carlo Procedure for Power Analysis . . 336 21 Bibliography 343 22 Index 351
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| illustrated | Illustrated |
| indexdate | 2024-07-10T08:33:59Z |
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| isbn | 9781946728029 |
| language | English |
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| spelling | Practical statistical power analysis using webpower and R Zhiyong Zhang and Ke-Hai Yuan Granger, IN ISDSA Press 2018 354 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Zhang, Zhiyong (DE-588)1163840769 aut Yuan, Ke-Hai (DE-588)1192378369 aut Erscheint auch als Online-Ausgabe 978-1-946728-00-5 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031437318&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Zhang, Zhiyong Yuan, Ke-Hai Practical statistical power analysis using webpower and R |
| title | Practical statistical power analysis using webpower and R |
| title_auth | Practical statistical power analysis using webpower and R |
| title_exact_search | Practical statistical power analysis using webpower and R |
| title_full | Practical statistical power analysis using webpower and R Zhiyong Zhang and Ke-Hai Yuan |
| title_fullStr | Practical statistical power analysis using webpower and R Zhiyong Zhang and Ke-Hai Yuan |
| title_full_unstemmed | Practical statistical power analysis using webpower and R Zhiyong Zhang and Ke-Hai Yuan |
| title_short | Practical statistical power analysis using webpower and R |
| title_sort | practical statistical power analysis using webpower and r |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031437318&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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