Topological Data Analysis LDS1041
Credit Scores with Mapper and Homology
Summary
Mapped credit-score structure using Mapper and persistent homology for a topological view of credit-score classification.
Context
The notebook applies topological data-analysis tools to explore geometry and connectivity in credit-score data.
Main contributions
- Applies Mapper to credit-score data.
- Uses persistent-homology concepts to study structure in the classification problem.
- Provides an executed notebook with the analysis and visual outputs.