Hi Andrej!
I'm taking a look to fuzzy signatures for near duplicate detection and
and I have seen your TextProfileSignature. The question is: If I index
the documents with their text signature, is there a way to filter near
duplicates at search time without comparing each document with all other?
Thanks
Beto
Andrzej Bialecki wrote:
karl wettin wrote:
17 okt 2006 kl. 17.54 skrev Find Me:
How to eliminate near duplicates from the index?
I would probably try to measure the Ecludian distance between all
documents, computed on terms and their positions. Or perhaps use
standard deviation to find the distribution of terms in a document.
One would based on the output from that try to find a threashold.
Either way it will consume lots of CPU.
There are better ways to achieve this. You need to create a fuzzy
signature of the document, based on term histogram or shingles - take a
look a the Signature framework in Nutch.
There is a substantial literature on this subject - go to Citeseer and
run a search for "near duplicate detection".
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