Search Results for author: Vidit Nanda

Found 7 papers, 4 papers with code

Discrete Morse theory for computing cellular sheaf cohomology

1 code implementation23 Dec 2013 Justin Curry, Robert Ghrist, Vidit Nanda

Sheaves and sheaf cohomology are powerful tools in computational topology, greatly generalizing persistent homology.

Algebraic Topology 55-04

Geometric anomaly detection in data

1 code implementation25 Aug 2019 Bernadette J. Stolz, Jared Tanner, Heather A. Harrington, Vidit Nanda

This paper describes the systematic application of local topological methods for detecting interfaces and related anomalies in complicated high-dimensional data.

Algebraic Topology Algebraic Geometry 57N80

Tangent Space and Dimension Estimation with the Wasserstein Distance

no code implementations12 Oct 2021 Uzu Lim, Harald Oberhauser, Vidit Nanda

Consider a set of points sampled independently near a smooth compact submanifold of Euclidean space.

Dist2Cycle: A Simplicial Neural Network for Homology Localization

1 code implementation28 Oct 2021 Alexandros Dimitrios Keros, Vidit Nanda, Kartic Subr

Simplicial complexes can be viewed as high dimensional generalizations of graphs that explicitly encode multi-way ordered relations between vertices at different resolutions, all at once.

HADES: Fast Singularity Detection with Local Measure Comparison

no code implementations7 Nov 2023 Uzu Lim, Harald Oberhauser, Vidit Nanda

We introduce Hades, an unsupervised algorithm to detect singularities in data.

Quiver Laplacians and Feature Selection

2 code implementations10 Apr 2024 Otto Sumray, Heather A. Harrington, Vidit Nanda

The challenge of selecting the most relevant features of a given dataset arises ubiquitously in data analysis and dimensionality reduction.

Dimensionality Reduction feature selection

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