Good eye, this was fixed in the manuscript a while ago.

I will ping Manning to re-publish Chapters 1-6 since a lot of small
updates have happened since then.

On Fri, Apr 23, 2010 at 4:53 PM, Jeff Eastman
<j...@windwardsolutions.com> wrote:
> Section 4.5.1 says:
> "The third line shows how it is based on item-item similarities, not
> user-user similarities as before. The algorithms are similar, but not
> entirely symmetric. They do have notably different properties. For instance,
> the running time of an item-based recommender scales up as the number of
> items increases, whereas a user-based recommender’s running time goes up as
> the number of users increases.
>
> This suggests one reason that you might choose an item-based recommender: if
> the number of users is relatively low compared to the number of items, the
> performance advantage could be significant."
>
> Shouldn't the second paragraph be?
>
> "This suggests one reason that you might choose an item-based recommender:
> if the number of users is relatively *high* compared to the number of items,
> the performance advantage could be significant."
>
>

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