2009 · 280 citations · 13 references
Natural SciencesComputer ScienceMathematicsAlgorithmsComputational GeometryTopologyCohomology TheoryComputational TopologyHomological AlgebraHomology TheoryTopological GroupsHomology ComputationHomology GroupsPersistencePersistent HomologyTopological Homology
We study the problem of computing zigzag persistence of a sequence of homology groups and study a particular sequence derived from the levelsets of a real-valued function on a topological space. The result is a local, symmetric interval descriptor of the function. Our structural results establish a connection between the zigzag pairs in this sequence and extended persistence, and in the process resolve an open question associated with the latter. Our algorithmic results not only provide a way to compute zigzag persistence for any sequence of homology groups, but combined with our structural results give a novel algorithm for computing extended persistence. This algorithm is easily parallelizable and uses (asymptotically) less memory.
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A Global Geometric Framework for Nonlinear Dimensionality Reduction
Joshua B. Tenenbaum, Vin de Silva, John Langford · Science · 2000 · 13.7K citations
Gunnar Carlsson · Bulletin of the American Mathematical Society · 2009 · 2.3K citations · Full text
Topological Persistence and Simplification
Edelsbrunner, Letscher, Zomorodian · Discrete & Computational Geometry · 2002 · 1.8K citations · Full text
Afra Zomorodian, Gunnar Carlsson · Discrete & Computational Geometry · 2004 · 1.6K citations · Full text