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OpenRelevance, mail # dev - Query & click logs for custom Lucene relevance models


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Re: Query & click logs for custom Lucene relevance models
Otis Gospodnetic 2011-03-02, 15:23
Hi Andrzej,

Thanks for bringing up that AOL dataset (I've got a copy of that stashed away),
because the person I'm helping looked at this, and we thought it didn't have all
the data one needs to build custom relevance models.
Here is a small sample:

 AnonID     Query   QueryTime       ItemRank        ClickURL
 217        lottery 2006-03-01 11:58:51     1       http://www.calottery.com
 217        lottery 2006-03-01 11:58:51     1       http://www.calottery.com
 217        ameriprise.com  2006-03-01 14:06:23     1    
  http://www.ameriprise.com
 217        susheme 2006-03-02 12:31:08
 217        united.com      2006-03-03 14:54:13
 217        mizuno.com      2006-03-07 22:41:17     1    
  http://www.mizuno.com
 217        p; .; p;' p; ' ;' ;';   2006-03-09 12:09:27
 217        p; .; p;' p; ' ;' ;';   2006-03-09 12:09:35
 217        buddylis        2006-03-16 15:23:33
 217        bestasiancompany.com    2006-03-20 15:15:43     1    
  http://www.bestasiancompany.com
 217        lottery 2006-03-27 14:10:38     1       http://www.calottery.com
 217        lottery 2006-03-27 16:34:59     1       http://www.calottery.com
 217        ask.com 2006-03-31 14:31:10     1       http://www.ask.com

For instance, in order to  build custom relevance models, wouldn't we need to
have the actual corpus/index associated with this data in order to get the base
relevance scores first?

Or could one just look at clicks where ItemRank is low (meaning they were not
close to the top of search results) and apply some algo that essentially
produces a boost score that stands on its own and is applied on top of the
relevance score at search time?
Would it make sense to have a global boost score for each document, or would
that need to be query-specific and thus applied at query-time and not at
index-time?

If you have an idea how one could/should go about using just the above to  build
custom relevance models for Lucene, I'm all eyeballs.

Thanks,
Otis
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----- Original Message ----
> From: Andrzej Bialecki <[EMAIL PROTECTED]>
> To: [EMAIL PROTECTED]
> Sent: Wed, March 2, 2011 5:07:55 AM
> Subject: Re: Query & click logs for custom Lucene relevance models
>
> On 3/2/11 3:39 AM, Otis Gospodnetic wrote:
> > Hello,
> >
> > I'm  helping out a student interested in using query and click logs to build
> >  custom relevance models for Lucene.  Step #1 is finding a good dataset  
that
> > contains the needed data.  I've looked around, found a few  things, but
>nothing
> > that looks very good.
> >
> > I was  wondering if anyone has any dataset suggestions?
>
> The (in)famous AOL  dataset comes to my mind, and it's very good, maybe even
>too good :) AOL  officially pulled it back, but it's still available and IMHO
>legitimate to use -  it was a blunder all right but it carried a suitable
>license and things can't be  un-published ...
>
> -- Best regards,
> Andrzej Bialecki      <><
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