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20072026
most citedUtility-Privacy Tradeoff in Databases: An Information-theoretic Approach

388 citations · 1.5k across the 94 of their papers we have counts for

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Showing 2022Show all

13 papers · 1 filter

cs.IT2022

An Alphabet of Leakage Measures

Atefeh Gilani, Gowtham R. Kurri, Oliver Kosut +1

We introduce a family of information leakage measures called maximal -leakage, parameterized by real numbers and . The measure is formalized via an operational definiti…

stat.ML2022

Robust Model Selection of Gaussian Graphical Models

Abrar Zahin, Rajasekhar Anguluri, Lalitha Sankar +2

In Gaussian graphical model selection, noise-corrupted samples present significant challenges. It is known that even minimal amounts of noise can obscure the underlying structure,…

cs.HC2022

PMU Tracker: A Visualization Platform for Epicentric Event Propagation Analysis in the Power Grid

Anjana Arunkumar, Andrea Pinceti, Lalitha Sankar +1

The electrical power grid is a critical infrastructure, with disruptions in transmission having severe repercussions on daily activities, across multiple sectors. To identify, prev…

cs.IT2022

An Operational Approach to Information Leakage via Generalized Gain Functions

Gowtham R. Kurri, Lalitha Sankar, Oliver Kosut

We introduce a \emph{gain function} viewpoint of information leakage by proposing \emph{maximal -leakage}, a rich class of operationally meaningful leakage measures that subsume…

cs.CR2022★ 3 cited

The Saddle-Point Accountant for Differential Privacy

Wael Alghamdi, Shahab Asoodeh, Flavio P. Calmon +4

We introduce a new differential privacy (DP) accountant called the saddle-point accountant (SPA). SPA approximates privacy guarantees for the composition of DP mechanisms in an acc…

eess.SY2022

Parameter Estimation in Ill-conditioned Low-inertia Power Systems

Rajasekhar Anguluri, Lalitha Sankar, Oliver Kosut

This paper examines model parameter estimation in dynamic power systems whose governing electro-mechanical equations are ill-conditioned or singular. This ill-conditioning is becau…