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| url =https://smallk.github.io/papers/nmf_review_jgo.pdf
| doi=10.1007/s10898-013-0035-4
|s2cid=11197117
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Current algorithms are sub-optimal in that they only guarantee finding a local minimum, rather than a global minimum of the cost function. A provably optimal algorithm is unlikely in the near future as the problem has been shown to generalize the k-means clustering problem which is known to be [[NP-complete]].<ref>{{Cite book
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