3 papers
cs.LG2023
FedSpectral+: Spectral Clustering using Federated Learning
Janvi Thakkar, Devvrat Joshi
Clustering in graphs has been a well-known research problem, particularly because most Internet and social network data is in the form of graphs. Organizations widely use spectral…
cs.LG2023
k-Means SubClustering: A Differentially Private Algorithm with Improved Clustering Quality
Devvrat Joshi, Janvi Thakkar
In today's data-driven world, the sensitivity of information has been a significant concern. With this data and additional information on the person's background, one can easily in…
cs.LG2022
Geometrical Homogeneous Clustering for Image Data Reduction
Shril Mody, Janvi Thakkar, Devvrat Joshi +3
In this paper, we present novel variations of an earlier approach called homogeneous clustering algorithm for reducing dataset size. The intuition behind the approaches proposed in…