Space: Apache Mahout (https://cwiki.apache.org/confluence/display/MAHOUT)
Page: Minhash Clustering 
(https://cwiki.apache.org/confluence/display/MAHOUT/Minhash+Clustering)


Edited by John Lee:
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Minhash clustering performs probabilistic dimension reduction of high 
dimensional data. The essence of the technique is to hash each item using 
multiple independent hash functions such that the probability of collision of 
similar items is higher. Multiple such hash tables can then be constructed to 
answer near neighbor types of queries efficiently.

The algorithm is decribed in 

Broder, Andrei Z.(1997), "On the resemblance and containment of documents"

There is a MinHashDriver class which works in the TestMinHashClustering unit 
test. This is not included in the standard driver.props class, but it can be 
run by specifying the full package name.

The 

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