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researcher

S. Fattahi

38 papers hereh-index 15791 citations69 works total

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

author position
  • sole author1
  • first author10
  • middle author15
  • last author12

Across the 38 of 38 papers where every author was matched, so the position is known.

fields
  • cs.LG17
  • math.OC13
  • stat.ML3
  • eess.SY2
  • stat.AP2
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20172026
most citedExact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis

19 citations · 69 across the 35 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

math.OC2024

A Parametric Approach for Solving Convex Quadratic Optimization with Indicators Over Trees

Aaresh Bhathena, Salar Fattahi, Andrés Gómez +1

This paper investigates convex quadratic optimization problems involving n indicator variables, each associated with a continuous variable, particularly focusing on scenarios whe…

cs.LG2024

Triple Component Matrix Factorization: Untangling Global, Local, and Noisy Components

Naichen Shi, Salar Fattahi, Raed Al Kontar

In this work, we study the problem of common and unique feature extraction from noisy data. When we have N observation matrices from N different and associated sources corrupted by…

cs.LG2024

Convergence of Gradient Descent with Small Initialization for Unregularized Matrix Completion

Jianhao Ma, Salar Fattahi

We study the problem of symmetric matrix completion, where the goal is to reconstruct a positive semidefinite matrix X⋆∈Rd×d of rank-r, paramete…

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