cascading-simhash
Say you have a large corpus of web documents and you want to group them together by some notion of "similarity". For instance, we may want to detect plagiarism or find content that appears on multiple places on a site. In this scenario it is impractical to do a pairwise comparison of all documents. Fortunately, we can use simhashing.
Broadly speaking, simhashing is a algorithm that calculates a "group id" (the minimum hash, or minhash) from the content. Because the minhash for an item is calculated independently of the other items in the set, minhashing is an ideal candidate for MapReduce.
- See: http://www.xcombinator.com/2011/05/09/cascading-simhash-a-library-to-cluster-by-minhashes-in-hadoop/ for an introduction to this library.
- See: http://knol.google.com/k/simple-simhashing for more on simhashing.
Dependencies
leiningen
[cascading-simhash "1.0.0-SNAPSHOT"]
maven
<dependency>
<groupId>cascading-simhash</groupId>
<artifactId>cascading-simhash</artifactId>
<version>1.0.0-SNAPSHOT</version>
</dependency>
Running the Java Example
Take a look at src/java/simhash/examples/SimpleSimhash.java for an
example of how to use this package from java.
lein uberjar
lein classpath > classpath
java -cp `cat classpath`:build/cascading-simhash-1.0.0-SNAPSHOT-standalone.jar simhash.examples.SimpleSimhash "test-resources/test-documents.txt"
Running the Clojure Example
See: src/clj/simhash/examples/bigrams.clj
lein compile lein run -m simhash.examples.bigrams test-resources/test-documents.txt
Author
Nate Murray 2011
License
Copyright 2010 Nate Murray
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.