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researcher

Syed Muhammad Atif

7 papers hereh-index 8196 citations26 works total

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

author position
  • first author4
  • middle author2
  • last author1

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.NI2
  • cs.LG1
  • cs.SE1
  • eess.IV1
  • eess.SP1
  • math.NA1

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedImproved SVD-based Initialization for Nonnegative Matrix Factorization using Low-Rank Correction

54 citations · 65 across the 7 of their papers we have counts for

collaborators
Showing math.NAShow all

1 paper · 1 filter

math.NA2018★ 54 cited

Improved SVD-based Initialization for Nonnegative Matrix Factorization using Low-Rank Correction

Atif Muhammad Syed, Sameer Qazi, Nicolas Gillis

Due to the iterative nature of most nonnegative matrix factorization (\textsc{NMF}) algorithms, initialization is a key aspect as it significantly influences both the convergence a…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.