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Statistics

[book] Analysis of Observational Health Care Data Using SAS
[book] Causal Inference: What If
[book] Causal inference in statistics a primer
[book] Data Analysis Using Regression and Multilevel/Hierarchical Models
[book] Fundamentals of Clinical Trials (4th edition)
[book] Group Sequential and Confirmatory Adaptive Designs in Clinical Trials
[book] Regression Modeling Strategies
Adaptive Clinical Trial Design
Analysis of ordinal outcome
Why analysis of stratified randomization trial data need to account for the stratification factors?
Association vs. Prediction vs. Causation
Baseline adaptive randomization
Exploring Bayesian Optimization
Causal Inference General Study Notes
Competing risk models
Correlated/Longitudinal Data Analysis
Cox PH model
Dirichlet process
Notes on FDA Guidances for Industry
Gaussain Process
Notes on Group Sequential Trial Design
Notes on ICH guidelines
Power, MDD/E (minimum detectable difference/effect), and Effect size in clinical trials
Meta-analysis
Missing data
Model comparison methods
Monte Carlo Method
Multicollinearity
Multiplicity in Clinical Trials
Non-inferiority/equivalence/superiority test basics
Observational study design
Propensity Score Methods & Implementation
Quantile regression
Sample size calculation for the Wilcoxon-Mann-Whitney test adjusting for ties
Survival Analysis
Trimmed means analysis

Statistical computing

DS/ML

Computer science

Math

Miscellaneous

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By Ming Yang