Since a great many algorithms behind collaborative filtering, clustering and so forth used by the likes of Google, Facebook, LinkedIn rely on advanced matrix factorization and this field is seeing some important growth. I just compiled a list of different recent algorithm that have sprung up as a result of faster convex optimization softwareand other field such as compressed sensing. It is here:
https://sites.google.com/site/igorcarron2/matrixfactorizations