On Sun, Oct 16, 2011 at 6:58 PM, Octavian Covalschi <
[email protected]> wrote:

> ... We have the taste war running and we are trying to accomplish a
> realtime
> functionality by removing/adding user items on the fly. So far adding and
> removing items for particular users has been working fine for us and
> recommendations are being changed on the fly.. though it's still in beta...
> The last piece is to remove an item from ALL users, it's necessary when the
> item is removed from the system...


Two thoughts on this.

First, is it really necessary to remove the item at all other than from
recommendation results?  After all, the item still defines some aspect of
user similarity.  Why not keep it around for a while?

Secondly, can you do the removal lazily as you start to generate
recommendations for a user or in the background in a scan over all users?

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