The Problem with Recommenders

A recent hot topic in recommender systems today that published work from academic researches have appeared in recent years is to incorporate user context is the "context-aware recommender system". There are more published work in this area but I've come across the following which may be useful to readers here: Towards time-dependant recommendation based on implicit feedback. Context-aware preference model based on a study of difference between real and supposed situation data.