This is good advice, but in many cases, the number of positive ratings far
outnumbers the number of negatives so the negatives may have limited impact.

You absolutely should produce a histogram to see what kinds of ratings you
are getting and how many users are producing them.

You should also consider implicit feedback.  This tends to be much higher
value than ratings for two reasons:

1) there is usually 100x more of it

2) you generally care more about what people do than what they say.
 Implicit feedback is based on what people do and ratings are what they
say.  Inferring what people will do based on what they say is more
difficult than inferring what they will do based on what they do.

On Sat, Nov 26, 2011 at 12:59 AM, Sebastian Schelter <[email protected]> wrote:

> A small tip on the side: For implicit data, you should also include
> "negative" ratings as those still contain a lot of information about the
> taste and will of engagement of the user. No need to use only the 3+
> ratings.
>

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