23 citations · 25 across the 3 of their papers we have counts for
4 papers
Supervised learning of sheared distributions using linearized optimal transport
Varun Khurana, Harish Kannan, Alexander Cloninger +1
In this paper we study supervised learning tasks on the space of probability measures. We approach this problem by embedding the space of probability measures into spaces usi…
Sigma-Delta and Distributed Noise-Shaping Quantization Methods for Random Fourier Features
Jinjie Zhang, Harish Kannan, Alexander Cloninger +1
We propose the use of low bit-depth Sigma-Delta and distributed noise-shaping methods for quantizing the Random Fourier features (RFFs) associated with shift-invariant kernels. We…
Network geometry and market instability
Areejit Samal, Hirdesh K. Pharasi, Sarath Jyotsna Ramaia +4
The complexity of financial markets arise from the strategic interactions among agents trading stocks, which manifest in the form of vibrant correlation patterns among stock prices…
Persistent homology of unweighted complex networks via discrete Morse theory
Harish Kannan, Emil Saucan, Indrava Roy +1
Topological data analysis can reveal higher-order structure beyond pairwise connections between vertices in complex networks. We present a new method based on discrete Morse theory…