SoftwareX (Sep 2024)

Spectrep: A software for spectral representation of text content

  • Melesio Crespo-Sanchez,
  • Ivan Lopez-Arevalo,
  • Edwin Aldana-Bobadilla,
  • Helena Gomez-Adorno,
  • Jose Luis Gonzalez-Compean

Journal volume & issue
Vol. 27
p. 101849

Abstract

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Spectrep (Spectral Representation) implements a text representation framework for obtaining a multi-view representation that consolidates lexical, syntactic, and semantic features by structuring a workflow with popular text processing tools such as NTLK, Gensim, and Self-Organizing Maps. This framework is intended to be used in text pre-processing for its application in more robust machine learning applications. This software is open-source and implemented in Python. It has been successfully tested with several tasks to prove its functionality.

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