activity
20062025
most citedSpeeding Up Distributed Machine Learning Using Codes

885 citations · 3.8k across the 104 of their papers we have counts for

collaborators
Showing 2008Show all

5 papers · 1 filter

cs.IT2008

Lower Bounds on the Rate-Distortion Function of LDGM Codes

A. G. Dimakis, M. J. Wainwright, K. Ramchandran

A recent line of work has focused on the use of low-density generator matrix (LDGM) codes for lossy source coding. In this paper, wedevelop a generic technique for deriving lower b…

cs.IT2008★ 31 cited

Secrecy via Sources and Channels

Vinod M. Prabhakaran, Krishnan Eswaran, Kannan Ramchandran

Alice and Bob want to share a secret key and to communicate an independent message, both of which they desire to be kept secret from an eavesdropper Eve. We study this problem of s…

cs.IT2008

Bits through ARQs

Krishnan Eswaran, Michael Gastpar, Kannan Ramchandran

A fundamental problem in dynamic frequency reuse is that the cognitive radio is ignorant of the amount of interference it inflicts on the primary license holder. A model for such a…

math.ST2008★ 11 cited

Information-theoretic limits on sparse signal recovery: Dense versus sparse measurement matrices

Wei Wang, Martin J. Wainwright, Kannan Ramchandran

We study the information-theoretic limits of exactly recovering the support of a sparse signal using noisy projections defined by various classes of measurement matrices. Our analy…

cs.NI2008★ 31 cited

Network Coding for Distributed Storage Systems

Alexandros G. Dimakis, P. Brighten Godfrey, Yunnan Wu +2

Distributed storage systems provide reliable access to data through redundancy spread over individually unreliable nodes. Application scenarios include data centers, peer-to-peer s…