no code implementations • 14 Feb 2022 • Edmond Cunningham, Adam Cobb, Susmit Jha
In this paper we characterize the geometric structure of flows using principal manifolds and understand the relationship between latent variables and samples using contours.
no code implementations • 23 Jun 2020 • Edmond Cunningham, Renos Zabounidis, Abhinav Agrawal, Ina Fiterau, Daniel Sheldon
In this paper we introduce noisy injective flows (NIF), a generalization of normalizing flows that can go across dimensions.
no code implementations • 1 Dec 2018 • Edmond Cunningham, Dana Schlegel, Andrew DeOrio
We represent family trees with genetic patterns of inheritance using hypergraphs and latent state space models to provide explainable inheritance pattern predictions.