In a lecture on bayesian reasoning and active learning I came across a slide that seemed to imply that the inner product of a matrix X (of n rows and d columns) with itself could be decomposed into the sum of outer products of row vectors xi (from 1 to n). My question is two-fold:
- Is this true?
- If it is what is the proof?