A convolutional neural network based sentiment classification and the convolutional kernel representation

Shen Gao; Huaping Zhang; Kai Gao

doi:10.1007/978-3-319-59569-6_36

A convolutional neural network based sentiment classification and the convolutional kernel representation

Shen Gao, Huaping Zhang^*, Kai Gao

^*Corresponding author for this work

School of Computer Science and Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

This paper presents a multiple layer based convolutional neural network for sentiment analysis. Word embedding is present to learn the features and representations. This paper also presents a convolutional kernel representation for textual data. In order to evaluate the performance, this paper uses short-text corpus to evaluate. Experimental results show the feasibility of the approach.

Original language	English
Title of host publication	Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings
Editors	Flavius Frasincar, Ashwin Ittoo, Elisabeth Metais, Le Minh Nguyen
Publisher	Springer Verlag
Pages	287-291
Number of pages	5
ISBN (Print)	9783319595689
DOIs	https://doi.org/10.1007/978-3-319-59569-6_36
Publication status	Published - 2017
Event	22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017 - Liege, Belgium Duration: 21 Jun 2017 → 23 Jun 2017

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10260 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017
Country/Territory	Belgium
City	Liege
Period	21/06/17 → 23/06/17

Keywords

Classification
Convolutional neural network
Representation
Sentiment analysis
Word embedding

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10.1007/978-3-319-59569-6_36

Cite this

Gao, S., Zhang, H., & Gao, K. (2017). A convolutional neural network based sentiment classification and the convolutional kernel representation. In F. Frasincar, A. Ittoo, E. Metais, & L. M. Nguyen (Eds.), Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings (pp. 287-291). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10260 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-319-59569-6_36

Gao, Shen ; Zhang, Huaping ; Gao, Kai. / A convolutional neural network based sentiment classification and the convolutional kernel representation. Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings. editor / Flavius Frasincar ; Ashwin Ittoo ; Elisabeth Metais ; Le Minh Nguyen. Springer Verlag, 2017. pp. 287-291 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "A convolutional neural network based sentiment classification and the convolutional kernel representation",

abstract = "This paper presents a multiple layer based convolutional neural network for sentiment analysis. Word embedding is present to learn the features and representations. This paper also presents a convolutional kernel representation for textual data. In order to evaluate the performance, this paper uses short-text corpus to evaluate. Experimental results show the feasibility of the approach.",

keywords = "Classification, Convolutional neural network, Representation, Sentiment analysis, Word embedding",

author = "Shen Gao and Huaping Zhang and Kai Gao",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing AG 2017.; 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017 ; Conference date: 21-06-2017 Through 23-06-2017",

year = "2017",

doi = "10.1007/978-3-319-59569-6_36",

language = "English",

isbn = "9783319595689",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "287--291",

editor = "Flavius Frasincar and Ashwin Ittoo and Elisabeth Metais and Nguyen, {Le Minh}",

booktitle = "Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings",

address = "Germany",

}

Gao, S, Zhang, H & Gao, K 2017, A convolutional neural network based sentiment classification and the convolutional kernel representation. in F Frasincar, A Ittoo, E Metais & LM Nguyen (eds), Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10260 LNCS, Springer Verlag, pp. 287-291, 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Liege, Belgium, 21/06/17. https://doi.org/10.1007/978-3-319-59569-6_36

A convolutional neural network based sentiment classification and the convolutional kernel representation. / Gao, Shen; Zhang, Huaping; Gao, Kai.
Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings. ed. / Flavius Frasincar; Ashwin Ittoo; Elisabeth Metais; Le Minh Nguyen. Springer Verlag, 2017. p. 287-291 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10260 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - A convolutional neural network based sentiment classification and the convolutional kernel representation

AU - Gao, Shen

AU - Zhang, Huaping

AU - Gao, Kai

N1 - Publisher Copyright: © Springer International Publishing AG 2017.

PY - 2017

Y1 - 2017

N2 - This paper presents a multiple layer based convolutional neural network for sentiment analysis. Word embedding is present to learn the features and representations. This paper also presents a convolutional kernel representation for textual data. In order to evaluate the performance, this paper uses short-text corpus to evaluate. Experimental results show the feasibility of the approach.

AB - This paper presents a multiple layer based convolutional neural network for sentiment analysis. Word embedding is present to learn the features and representations. This paper also presents a convolutional kernel representation for textual data. In order to evaluate the performance, this paper uses short-text corpus to evaluate. Experimental results show the feasibility of the approach.

KW - Classification

KW - Convolutional neural network

KW - Representation

KW - Sentiment analysis

KW - Word embedding

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DO - 10.1007/978-3-319-59569-6_36

M3 - Conference contribution

AN - SCOPUS:85021748329

SN - 9783319595689

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 287

EP - 291

BT - Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings

A2 - Frasincar, Flavius

A2 - Ittoo, Ashwin

A2 - Metais, Elisabeth

A2 - Nguyen, Le Minh

PB - Springer Verlag

T2 - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017

Y2 - 21 June 2017 through 23 June 2017

ER -

Gao S, Zhang H, Gao K. A convolutional neural network based sentiment classification and the convolutional kernel representation. In Frasincar F, Ittoo A, Metais E, Nguyen LM, editors, Natural Language Processing and Information Systems - 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Proceedings. Springer Verlag. 2017. p. 287-291. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-59569-6_36

A convolutional neural network based sentiment classification and the convolutional kernel representation

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