Morse theory in topological data analysis

Mathematics – General Topology

Scientific paper

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Scientific paper

We introduce a method for analyzing high-dimensional data. Our approach is inspired by Morse theory and uses the nudged elastic band method from computational chemistry. As output, we produce an increasing sequence of cell complexes modeling the dense regions of the data. We test the method on several data sets and obtain small cell complexes revealing informative topological structure.

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