Re: Bi-Factorization vs Tri-Factorization for recommender systems

2014-11-24 Thread Ted Dunning
There is no inherent mathematical difference, but there may be some pretty significant practical differences. Using the three matrix form (X = USV') puts the normalization constants into a place where you can control them a bit easier. This can be useful if you want *both* user and item vectors

Bi-Factorization vs Tri-Factorization for recommender systems

2014-11-19 Thread Parimi Rohit
Hi All, Are there any (dis)advantages of using tri-factorization (||X - USV'||) as opposed to bi-factorization ((||X - UV'||)) for recommender systems? I have been reading a lot about tri-factorization and how they can be seen as co-clustering of rows and columns and was wondering if such as