Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition. Huang, K., Sidiropoulos, N. D., & Swami, A. IEEE Transactions on Signal Processing (TSP), 62(1):211-224, 2014.
Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition [link]Paper  bibtex   
@article{ dblp1930354,
  title = {Non-Negative Matrix Factorization Revisited: Uniqueness and Algorithm for Symmetric Decomposition},
  author = {Kejun Huang and Nicholas D. Sidiropoulos and Ananthram Swami},
  author_short = {Huang, K. and Sidiropoulos, N. D. and Swami, A.},
  bibtype = {article},
  type = {article},
  year = {2014},
  key = {dblp1930354},
  id = {dblp1930354},
  biburl = {http://www.dblp.org/rec/bibtex/journals/tsp/HuangSS14},
  url = {http://dx.doi.org/10.1109/TSP.2013.2285514},
  journal = {IEEE Transactions on Signal Processing (TSP)},
  pages = {211-224},
  number = {1},
  volume = {62},
  text = {IEEE Transactions on Signal Processing (TSP) 62(1):211-224 (2014)}
}

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