An Introduction to Mapper
Explore the fundamentals of the Mapper construction, a key technique in topological data analysis (TDA), in this 55-minute lecture by Bala Krishnamoorthy. Learn how this data visualization method produces insightful representations of complex datasets, revealing hidden structures through clustering and simplicial complex construction. Discover the mathematical foundations, robustness, and growing applications of Mapper, including its use in identifying subpopulations with distinct behaviors. Examine real-world examples that demonstrate Mapper's effectiveness in uncovering hidden patterns in large datasets, from medical research to energy landscapes. Gain insights into the interpretation of Mapper graphs, including structures like paths and flares, and understand how this versatile tool for partial clustering can provide compact yet meaningful representations of data.