activity
20132015
most citedNewtonized Orthogonal Matching Pursuit: Frequency Estimation over the Continuum

271 citations · 517 across the 4 of their papers we have counts for

collaborators

5 papers

stat.ML2015★ 7 cited

Compressive spectral embedding: sidestepping the SVD

Dinesh Ramasamy, Upamanyu Madhow

Spectral embedding based on the Singular Value Decomposition (SVD) is a widely used "preprocessing" step in many learning tasks, typically leading to dimensionality reduction by pr…

cs.IT2015★ 271 cited

Newtonized Orthogonal Matching Pursuit: Frequency Estimation over the Continuum

Babak Mamandipoor, Dinesh Ramasamy, Upamanyu Madhow

We propose a fast sequential algorithm for the fundamental problem of estimating frequencies and amplitudes of a noisy mixture of sinusoids. The algorithm is a natural generalizati…

cs.IT2015★ 239 cited

Compressive channel estimation and tracking for large arrays in mm wave picocells

Zhinus Marzi, Dinesh Ramasamy, Upamanyu Madhow

We propose and investigate a compressive architecture for estimation and tracking of sparse spatial channels in millimeter (mm) wave picocellular networks. The base stations are eq…

cs.NI2014

Scalable and Efficient Geographic Routing in Mobile Ad Hoc Wireless Networks

Dinesh Ramasamy, Upamanyu Madhow

We propose and evaluate a scalable position-publish and an accompanying routing protocol which is efficient despite operating with imperfect information regarding the destination's…

cs.IT2013

Compressive parameter estimation in AWGN

Dinesh Ramasamy, Sriram Venkateswaran, Upamanyu Madhow

Compressed sensing is by now well-established as an effective tool for extracting sparsely distributed information, where sparsity is a discrete concept, referring to the number of…