4 papers
Discrete Approximate Circle Bundles
Brad Turow, Jose A. Perea
In this paper, we introduce discrete approximate circle bundles, a class of objects designed to serve as the data science analog of circle bundles from algebraic topology. We show…
An Extended Topological Model For High-Contrast Optical Flow
Brad Turow, Jose A. Perea
In this paper, we identify low-dimensional models for dense core subsets in the space of high-contrast optical flow patches sampled from the Sintel dataset. In particul…
Estimation of Persistence Diagrams via the Three Gap Theorem
Luis Suarez Salas, Jose A. Perea
The time delay (or Sliding Window) embedding is a technique from dynamical systems to reconstruct attractors from time series data. Recently, descriptors from Topological Data Anal…
-Equivariant Dimensionality Reduction on Stiefel Manifolds
Andrew Lee, Harlin Lee, Jose A. Perea +2
Many real-world datasets live on high-dimensional Stiefel and Grassmannian manifolds, and respectively, and benefit from projection onto l…