An Analysis of Convolutional Neural Networks for Sentence Classification

Over the past few years, neural networks have reemerged as powerful machine-learning models, yielding state-ofthe- art results in fields such as image recognition and speech processing. More recently, neural network models started to be applied also to textual natural language signals, again with ve...

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Detalles Bibliográficos
Autores principales: Vieira, João Paulo A., Moura, Raimundo S.
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2017
Materias:
Ciencias Informáticas
Sentiment analysis
Deep neural network.
Procesamiento de Lenguaje Natural
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/63206
http://www.clei2017-46jaiio.sadio.org.ar/sites/default/files/Mem/SLMDI/SLMDI-05.pdf
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-63206
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Sentiment analysis
Deep neural network.
Procesamiento de Lenguaje Natural
spellingShingle Ciencias Informáticas
Sentiment analysis
Deep neural network.
Procesamiento de Lenguaje Natural
Vieira, João Paulo A.
Moura, Raimundo S.
An Analysis of Convolutional Neural Networks for Sentence Classification
topic_facet Ciencias Informáticas
Sentiment analysis
Deep neural network.
Procesamiento de Lenguaje Natural
description Over the past few years, neural networks have reemerged as powerful machine-learning models, yielding state-ofthe- art results in fields such as image recognition and speech processing. More recently, neural network models started to be applied also to textual natural language signals, again with very promising results. This paper show a series of experiments with Convolutional Neural Networks for sentence-level classification tasks with different hyperparameter settings and how sensitive model performance is to changes in these configurations.
format Objeto de conferencia
Objeto de conferencia
author Vieira, João Paulo A.
Moura, Raimundo S.
author_facet Vieira, João Paulo A.
Moura, Raimundo S.
author_sort Vieira, João Paulo A.
title An Analysis of Convolutional Neural Networks for Sentence Classification
title_short An Analysis of Convolutional Neural Networks for Sentence Classification
title_full An Analysis of Convolutional Neural Networks for Sentence Classification
title_fullStr An Analysis of Convolutional Neural Networks for Sentence Classification
title_full_unstemmed An Analysis of Convolutional Neural Networks for Sentence Classification
title_sort analysis of convolutional neural networks for sentence classification
publishDate 2017
url http://sedici.unlp.edu.ar/handle/10915/63206
http://www.clei2017-46jaiio.sadio.org.ar/sites/default/files/Mem/SLMDI/SLMDI-05.pdf
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