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Ramtin Pedarsani

91 papers hereh-index 325.7k citations152 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author38
  • last author46

Across the 89 of 91 papers where every author was matched, so the position is known.

fields
  • cs.LG23
  • math.OC12
  • stat.ML10
  • cs.IT9
  • cs.CV7
  • cs.DC7

identity via Semantic Scholar / OpenAlex

activity
20122026
most citedSpeeding Up Distributed Machine Learning Using Codes

885 citations · 1.7k across the 71 of their papers we have counts for

collaborators
Showing 2017Show all

4 papers · 1 filter

math.OC2017

The Price of Anarchy for Transportation Networks with Mixed Autonomy

Daniel A. Lazar, Samuel Coogan, Ramtin Pedarsani

We study routing behavior in transportation networks with mixed autonomy, that is, networks in which a fraction of the vehicles on each road are equipped with autonomous capabiliti…

cs.IT2017

Latency Analysis of Coded Computation Schemes over Wireless Networks

Amirhossein Reisizadeh, Ramtin Pedarsani

Large-scale distributed computing systems face two major bottlenecks that limit their scalability: straggler delay caused by the variability of computation times at different worke…

cs.IT2017

Learning Mixtures of Sparse Linear Regressions Using Sparse Graph Codes

Dong Yin, Ramtin Pedarsani, Yudong Chen +1

In this paper, we consider the mixture of sparse linear regressions model. Let β(1),…,β(L)∈Cn be L unknown sparse parameter vectors with a total of $ K…

cs.DC2017

Coded Computation over Heterogeneous Clusters

Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani +1

In large-scale distributed computing clusters, such as Amazon EC2, there are several types of "system noise" that can result in major degradation of performance: bottlenecks due to…

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