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researcher

Nicholas D. Sidiropoulos

7 papers here

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

author position
  • first author1
  • middle author3
  • last author3

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

fields
  • stat.ML5
  • math.NA1
  • math.OC1
ORCID 0000-0002-3385-7911

identity via Semantic Scholar / OpenAlex

activity
20142016
most citedTensor Decomposition for Signal Processing and Machine Learning

1.7k citations · 2.3k across the 7 of their papers we have counts for

collaborators
Showing 2015Show all

2 papers · 1 filter

stat.ML2015★ 67 cited

Joint Tensor Factorization and Outlying Slab Suppression with Applications

Xiao Fu, Kejun Huang, Wing-Kin Ma +2

We consider factoring low-rank tensors in the presence of outlying slabs. This problem is important in practice, because data collected in many real-world applications, such as spe…

stat.ML2015★ 175 cited

A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization

Kejun Huang, Nicholas D. Sidiropoulos, Athanasios P. Liavas

We propose a general algorithmic framework for constrained matrix and tensor factorization, which is widely used in signal processing and machine learning. The new framework is a h…

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