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Language Networks


Overview

In this work, we explore transforming different language embeddings into language networks, and compare their structural properties.  We find that these induced networks differ from ones created through traditional methods, and that they contain meaningful community structure.

Resources

Polyglot

Skipgram


Citing our work

If you find our work useful to you in your academic pursuits, we ask that you cite our paper:

@incollection{
    year={2014}, 
    booktitle={Complex Networks V}, 
    volume={549}, 
    series={Studies in Computational Intelligence}, 
    editor={Contucci, Pierluigi and Menezes, Ronaldo and Omicini, Andrea and Poncela-Casasnovas, Julia}, 
    doi={10.1007/978-3-319-05401-8_25}, 
    title={Inducing Language Networks from Continuous Space Word Representations}, 
    url={http://dx.doi.org/10.1007/978-3-319-05401-8_25}, 
    publisher={Springer International Publishing}, 
    author={Perozzi, Bryan and Al-Rfou, Rami and Kulkarni, Vivek and Skiena, Steven}, 
    pages={261-273} 
}

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Bryan Perozzi,
Feb 3, 2014, 2:37 PM
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