Tag: feature-selection
Concepts
- Designing an Ablation Study
- The Adaptive Lasso
- Automated Feature Generation
- Boruta and All-Relevant Feature Selection
- Causal Features vs Merely Predictive Features
- Correlation Filtering and Redundant Features
- Feature Selection: Filter, Wrapper, Embedded
- Group Lasso and Structured Sparsity
- Group Lasso
- mRMR: Minimum Redundancy Maximum Relevance
- Mutual Information as a Dependence Measure
- Mutual Information Feature Screening
- Null Importance and Shadow Features
- Orthogonal Matching Pursuit
- Pruning Redundant Features by Correlation
- Recursive Feature Elimination
- SCAD and MCP Non-Convex Penalties
- Selecting Features Inside the CV Loop
- Sure Independence Screening
- The Maximal Information Coefficient