activity
20082022
most citedDifferential Privacy: An Economic Method for Choosing Epsilon

279 citations · 500 across the 42 of their papers we have counts for

collaborators

52 papers

cs.DS2022

Query Complexity of the Metric Steiner Tree Problem

Yu Chen, Sanjeev Khanna, Zihan Tan

We study the query complexity of the metric Steiner Tree problem, where we are given an metric on a set of vertices along with a set of termina…

cs.DS2022

On Weighted Graph Sparsification by Linear Sketching

Yu Chen, Sanjeev Khanna, Huan Li

A seminal work of [Ahn-Guha-McGregor, PODS'12] showed that one can compute a cut sparsifier of an unweighted undirected graph by taking a near-linear number of linear measurements…

cs.DS2022

On Regularity Lemma and Barriers in Streaming and Dynamic Matching

Sepehr Assadi, Soheil Behnezhad, Sanjeev Khanna +1

We present a new approach for finding matchings in dense graphs by building on Szemerédi's celebrated Regularity Lemma. This allows us to obtain non-trivial albeit slight improveme…

cs.DS2022★ 2 cited

Sublinear Algorithms for Hierarchical Clustering

Arpit Agarwal, Sanjeev Khanna, Huan Li +1

Hierarchical clustering over graphs is a fundamental task in data mining and machine learning with applications in domains such as phylogenetics, social network analysis, and infor…

cs.LG2022

A Sharp Memory-Regret Trade-Off for Multi-Pass Streaming Bandits

Arpit Agarwal, Sanjeev Khanna, Prathamesh Patil

The stochastic -armed bandit problem has been studied extensively due to its applications in various domains ranging from online advertising to clinical trials. In practice howe…

cs.DS2022

Sublinear Algorithms and Lower Bounds for Estimating MST and TSP Cost in General Metrics

Yu Chen, Sanjeev Khanna, Zihan Tan

We consider the design of sublinear space and query complexity algorithms for estimating the cost of a minimum spanning tree (MST) and the cost of a minimum traveling salesman (TSP…