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Metodología para detectar depredadores sexuales

Metodología para detectar depredadores sexuales

          
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About the Book

En este trabajo de investigación se experimenta con un conjunto de conversaciones (chats) en inglés, con el objetivo de detectar si en una conversación participa o no un depredador sexual. Para lograr esto se utilizan técnicas de minería de datos que permitan la creación modelos que separen a los depredadores sexuales del resto de los usuarios. Se trabaja principalmente con el algoritmo de bosque aleatorio y la herramienta WEKA, así como la extracción de diversos conjuntos de características para su análisis. También se implementa un sistema de búsqueda como clasificador y etiquetado automático con técnicas de bootstrapping. Entre las aportaciones de esta investigación están la creación de un corpus etiquetado que permite clasificar a los depredadores sexuales según el objetivo que persigan (material obsceno o un encuentro con la víctima) y un método de preprocesamiento y expansión de términos para trabajar con textos de redes sociales, los cuales se caracterizan por tener exceso de palabras mal escritas, truncadas o uso de emoticones. De manera adicional, se aplica la metodología propuesta en un conjunto de textos a fin de determinar el género y la edad del autor.


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Product Details
  • ISBN-13: 9783639732047
  • Publisher: Editorial Academica Espanola
  • Binding: Paperback
  • Language: Spanish
  • Returnable: N
  • Spine Width: 8 mm
  • Width: 152 mm
  • ISBN-10: 3639732049
  • Publisher Date: 17 Nov 2015
  • Height: 229 mm
  • No of Pages: 140
  • Series Title: Spanish
  • Weight: 217 gr


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