4 papers
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…
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…
Merged-GHCIDR: Geometrical Approach to Reduce Image Data
Devvrat Joshi, Janvi Thakkar, Siddharth Soni +3
The computational resources required to train a model have been increasing since the inception of deep networks. Training neural networks on massive datasets have become a challeng…
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…