That's a good word -- smoothing. Yes, I can see why this is an actual
advantage in practice. You end up with less sparsity.

On Sat, Nov 28, 2009 at 7:23 AM, Ted Dunning <ted.dunn...@gmail.com> wrote:
> Summarize yes.
>
> But this is, actually, theoretically better because the summarization
> introduces useful smoothing.  That way you get recommendations for items
> even if there is no direct overlap.
>
> Your point about noisy is trenchant because small count data is inherently
> noisy because you can't have an exact 0.04 of an observation.  Small counts
> dominate in recommendations.

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