activity
20212026
most citedCohesion and Repulsion in Bayesian Distance Clustering

9 citations · 10 across the 5 of their papers we have counts for

collaborators

5 papers

math.AT2026

Topology of Multi-species Localization

Abhinav Natarajan, Thomas Chaplin, Joshua A. Bull +5

Spatial relationships in multi-species data can indicate and affect system outcomes and behaviors, ranging from disease progression in cancer to coral reef resilience in ecology; t…

math.AT2024

Morse theory for chromatic Delaunay triangulations

Abhinav Natarajan, Thomas Chaplin, Adam Brown +1

The chromatic alpha filtration is a generalization of the alpha filtration that can encode spatial relationships among classes of labelled point cloud data, and has applications in…

stat.ME2022★ 1 cited

On a wider class of prior distributions for graphical models

Abhinav Natarajan, Willem van den Boom, Kristoforus Bryant Odang +1

Gaussian graphical models are useful tools for conditional independence structure inference of multivariate random variables. Unfortunately, Bayesian inference of latent graph stru…

cs.DB2021

Operation-based Collaborative Data Sharing for Distributed Systems

Masato Takeichi

Collaborative Data Sharing raises a fundamental issue in distributed systems. Several strategies have been proposed for making shared data consistent between peers in such a way th…

stat.ME2021★ 9 cited

Cohesion and Repulsion in Bayesian Distance Clustering

Abhinav Natarajan, Maria De Iorio, Andreas Heinecke +2

Clustering in high-dimensions poses many statistical challenges. While traditional distance-based clustering methods are computationally feasible, they lack probabilistic interpret…