I am trying to figure out why do we need a low rank approximation of a matrix. Why is it used and where? Any insights?
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Please, read http://arxiv.org/pdf/0912.3599.pdf, page 3. This might be helpful.
I have also reformulated your question a bit here Applications of low-rank matrix approximation