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20072025
most citedA Geometric Approach to Visualization of Variability in Functional Data

38 citations · 66 across the 28 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

math.ST2021★ 2 cited

Differential Privacy Over Riemannian Manifolds

Matthew Reimherr, Karthik Bharath, Carlos Soto

In this work we consider the problem of releasing a differentially private statistical summary that resides on a Riemannian manifold. We present an extension of the Laplace or K-no…

stat.ME2021

Tumor Radiogenomics with Bayesian Layered Variable Selection

Shariq Mohammed, Sebastian Kurtek, Karthik Bharath +2

We propose a statistical framework to integrate radiological magnetic resonance imaging (MRI) and genomic data to identify the underlying radiogenomic associations in lower grade g…

stat.ME2021

Topo-Geometric Analysis of Variability in Point Clouds using Persistence Landscapes

James Matuk, Sebastian Kurtek, Karthik Bharath

Topological data analysis provides a set of tools to uncover low-dimensional structure in noisy point clouds. Prominent amongst the tools is persistence homology, which summarizes…

stat.ME2021★ 2 cited

RADIOHEAD: Radiogenomic Analysis Incorporating Tumor Heterogeneity in Imaging Through Densities

Shariq Mohammed, Karthik Bharath, Sebastian Kurtek +2

Recent technological advancements have enabled detailed investigation of associations between the molecular architecture and tumor heterogeneity, through multi-source integration o…

stat.ME2021

Tangent functional canonical correlation analysis for densities and shapes, with applications to multimodal imaging data

Min Ho Cho, Sebastian Kurtek, Karthik Bharath

It is quite common for functional data arising from imaging data to assume values in infinite-dimensional manifolds. Uncovering associations between two or more such nonlinear func…

quant-ph2021

Joint quasiprobability distribution on the measurement outcomes of MUB-driven operators

H S Smitha Rao, Swarnamala Sirsi, Karthik Bharath

We propose a method to define quasiprobability distributions for general spin- systems of dimension , where is a prime or power of prime. The method is based on a co…