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Topological Data Analysis

a
Course
Postgraduate
Semester
Electives
Subject Code
MA875

Syllabus

Basics of Topology; complexes on data; homology; topological Persistence; computing Betti numbers; reconstruction from data; topology inference from data; computing optimized homology cycles; reeb graphs from data; topology of Laplace operators, spectra approximation.

Text Books

Same as Reference

 

References

  1. Edelsbrunner, H. and Harer, J. L., Computational Topology, American Mathematical Society(2010).
  2. Dey, T. K., Curve and Surface Reconstruction: Algorithms with Mathematical Analysis, Cambridge Univ. Press (2011).
  3. Hatcher, A., Algebraic Topology, Cambridge Univ. Press (2001).