Advanced Statistics For Health Research
Book Details
Format
Hardback or Cased Book
ISBN-10
9811262306
ISBN-13
9789811262302
Publisher
World Scientific Publishing Co Pte Ltd
Imprint
World Scientific Publishing Co Pte Ltd
Country of Manufacture
GB
Country of Publication
GB
Publication Date
May 12th, 2023
Print length
404 Pages
Weight
714 grams
Dimensions
15.90 x 23.70 x 2.70 cms
Product Classification:
Health economics
Ksh 24,300.00
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Advanced Statistics for Health Research provides a rigorous geometric understanding of models used in the analysis of health data, including linear and non-linear regression models, and supervised machine learning models. Models drawn from the health literature include: ordinary least squares, two-stage least squares, probits, logits, Cox regressions, duration modeling, quantile regression and random forest regression. Causal inference techniques from the health literature are presented including randomization, matching and propensity score matching, differences-in-differences, instrumental variables, regression discontinuity, and fixed effects analysis. Codes for the respective statistical techniques presented are given for STATA, SAS and R.
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