Advanced Statistics for Health Research
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Book Chapters
The following chapters of this book are listed in IDEAS- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "The First Day," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 1, pages 1-18, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "The Spreadsheet View of Data," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 2, pages 19-43, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Multiple Regression — Beta Coefficients, Correlations, and Standard Deviations," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 3, pages 45-63, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "The Data-Generating Process and Scientific Inference," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 4, pages 65-82, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Causal Inference Using Multiple Regressions," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 5, pages 83-109, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Randomization and Friends," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 6, pages 111-130, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Matching and Propensity Score Matching — “As if Randomized”," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 7, pages 131-146, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Instrumental Variables," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 8, pages 147-160, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Regression Discontinuity — A Sort of Instrumental Variable Technique," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 9, pages 161-174, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Statistical Merging — Difference-in-Difference and Split-Sample Instrumental Variables," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 10, pages 175-190, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Panel Dataset Analysis with Randomization," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 11, pages 191-201, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Panel Dataset Analysis with Fixed Effects and Lags," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 12, pages 203-214, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Panel Dataset Analysis with Generalized Methods of Moments (GMM), Possible Endogeneity with the Predictor Variables," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 13, pages 215-227, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Logits, Probits, and Multinomial Logits," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 14, pages 229-244, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Discrete Outcomes Continued: The Area Under the Curve Metrics, Count Models," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 15, pages 245-259, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Cox Regression Models a.k.a. Proportional Hazards Modeling," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 16, pages 261-271, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Structural Duration Models," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 17, pages 273-289, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Quantile Regression," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 18, pages 291-309, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Linear Model with Restrictions/Variable Selections–Supervised Machine Learning Including Random Forest Regression," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 19, pages 311-331, World Scientific Publishing Co. Pte. Ltd..
- Richard J. Butler & Matthew J. Butler & Barbara L. Wilson, 2023. "Random Forest Regression Residuals and the Regression Gini Index," World Scientific Book Chapters, in: Advanced Statistics for Health Research, chapter 20, pages 333-369, World Scientific Publishing Co. Pte. Ltd..
More about this item
Keywords
Nursing; Physician; Healthcare; Public Health; Regression; Orthogonal Projection; Geometric View of Causal Inference; 2SLS; Two-Stage Least Squares; Instrumental Variables; Probits; Logits; Proportional Hazards; Cox Regressions; Quantile Regression; Random Forest Regression; Randomization; Matching; Propensity-Score; Differences-in-Differences; Regression Discontinuity; Fixed Effects; R; SAS; STATA; Research Examples; Empirical Rule; Applied Statistics; Confidence Intervals; VIF; Standard Beta; Histograms; Scatterplots; Regression Gini Index; COVID-19; Gender Wage Differentials; LASSO; Area Under The Curve; AUC; ROC; Decision Trees; Maximum Likelihood; GMM; Data Generating Process; Split Sample Instrumental Variables; Local Average Treatment Effects (LATE); Data Visualization; Omitted Variable Bias; Simultaneous Equations; Measurement Error; Supervised Machine Learning; Panel Data; RGI; Health Professionals;All these keywords.
JEL classification:
- I15 - Health, Education, and Welfare - - Health - - - Health and Economic Development
- I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
- C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
Statistics
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