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Does anybody know an Implementation of yarowsky's algorithm?

I want to find collocation in huge text using yarowsky's algorithm. I have read about this algorithm in these links:

wikipedia and Yarowsky

google book and yarowsky I wanted to know if there is an implementation of the yarowsky's algorithm`? please help me find some code for this algorithm. thanks

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Masoud Abasian Avatar asked Jul 12 '11 15:07

Masoud Abasian


1 Answers

It appears a Master's student named Max Whitney has code which implements an updated version of Yarowsky's algorithm:

Bootstrapping a classifier from a small set of seed rules can be viewed as the propagation of labels between examples via features shared between them. This paper introduces a novel variant of the Yarowsky algorithm based on this view. It is a bootstrapping learning method which uses a graph propagation algorithm with a well defined objective function. The experimental results show that our proposed bootstrapping algorithm achieves state of the art performance or better on several different natural language data sets.

Description from: http://www2.cs.sfu.ca/~mwhitney/personal/#yarowsky-propagation-acl2012 Code available at: https://github.com/sfu-natlang/yarowsky

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dmh Avatar answered Nov 02 '22 01:11

dmh