Is it possible to provide dynamic dataset for recommendation for different users?

[pratikshya]

I have user_id, item_id and preference_value. On the data file, a user may or may not have access to all items. Is it possible to generate recommendation for user, based on only dataset that is accessible to that user? In other words, can we first query the dataset by applying suitable filter for that user and generate recommendation based on that filtered query? I am currently using database query to generate dynamic dataset and feeding it to Mahout for recommendation. Can I do something similar with elasticsearch-taste plugin?