R Notes
Visualization
- R Graphics
- Flow Chart
- Map: Hydraulic Dams around the World
- Map: highcharter
- Social Network with Gephi
- Hierarchical Newtork with visNetwork
- Collapsible Tree
- Heatmaps for Correlation Matrix
- Spaghetti Plot
- Alluvium Plot
- Rolling Average
- Contour Plot
- Word Cloud
- plotly Symbols
- plotly Scatter Plot
- Radar Plot
- Plot AUC
- RMarkdown Slides
Modeling
- MAIC: Matching Adjusted Indirect Comparision
- LASSO: Least Absolute Shrinkage and Selection Operation
- CART: Classification And Regression Trees
- Random Forest with R & Python
- Regression Method
- Cluster Analysis
- Multi-State Process
- SHAP: SHapley Additive exPlanations
- Support Vector Machine (SVM)
- Time to Event
- Mediation Analysis
- Causal Inference
- Factor Analysis
- Ordinal Regression
- Deming Regression
- Bayesian Model
- Missing Values