188 citations · 271 across the 15 of their papers we have counts for
4 papers · 1 filter
Data Masking with Privacy Guarantees
Anh T. Pham, Shalini Ghosh, Vinod Yegneswaran
We study the problem of data release with privacy, where data is made available with privacy guarantees while keeping the usability of the data as high as possible --- this is impo…
Time Series Deinterleaving of DNS Traffic
Amir Asiaee, Hardik Goel, Shalini Ghosh +2
Stream deinterleaving is an important problem with various applications in the cybersecurity domain. In this paper, we consider the specific problem of deinterleaving DNS data stre…
Trusted Neural Networks for Safety-Constrained Autonomous Control
Shalini Ghosh, Amaury Mercier, Dheeraj Pichapati +3
We propose Trusted Neural Network (TNN) models, which are deep neural network models that satisfy safety constraints critical to the application domain. We investigate different me…
A Unified Framework for Domain Adaptation using Metric Learning on Manifolds
Sridhar Mahadevan, Bamdev Mishra, Shalini Ghosh
We present a novel framework for domain adaptation, whereby both geometric and statistical differences between a labeled source domain and unlabeled target domain can be integrated…