I have heard arguments both ways for the off-line cooccurrence analysis.
 Certainly, the user getting the recommendations should get them based on
the most recent items.

On Mon, Dec 5, 2011 at 12:34 AM, Daniel Zohar <[email protected]> wrote:

> I think it would be extremely good to be able to recommend on items related
> to more recent preferences. That is, if the timestamps are provided.
>
> On Mon, Dec 5, 2011 at 10:27 AM, Ted Dunning <[email protected]>
> wrote:
>
> > The downsampling should have a target size after sampling so that users
> > with that many or fewer ratings are not down-sampled at all.
> >
> > This is easy to do using reservoir sampling or anything similar.  You can
> > also just keep the first or most recent ratings.  Or you can use a
> sampler
> > biased toward either of those extremes.
> >
> > On Mon, Dec 5, 2011 at 12:20 AM, Daniel Zohar <[email protected]>
> wrote:
> >
> > > Another issue to take into account, is to try and not down-sample too
> > much
> > > so users with 1-2 preferences still get decent results.
> > >
> >
>

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