1. Lack of Data
2. Changing Data (systems are usually biased towards the old and have difficulty showing new)
3. Changing User Preferences (users may have different intention at different days)
4. Unpredictable items
5.
http://www.readwriteweb.com/archives/5_problems_of_recommender_systems.php
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