Volume 14 Number 3 (Mar. 2019)
Home > Archive > 2019 > Volume 14 Number 3 (Mar. 2019) >
JCP 2019 Vol.14(3): 223-231 ISSN: 1796-203X
doi: 10.17706/jcp.14.3.223-231

Bag of Embedding Words for Sentiment Analysis of Tweets

Galvez Arias Pierina, Guzman Ramos Pedro Jesús, Chipana Vila Luis Antonio, Trigoso Valeriano Carlos Alberto, Fabian Arteaga Junior
Universidad ESAN, Perú
Abstract—This paper presents an alternative of solution based in artificial intelligence to simplify the human effort that implies the analysis of the impact for businesses of their publications in social networks services. This analysis is very important because the audience manifest its opinion mostly in texts that must be processed one by one to know their content and use it in benefit of the business, this implies the use of resources to read each comment and extract characteristics that make possible to determine whether the comments are, positive reactions or negative. Our solution can obtain most effective reports than the ones generated by manual procedures, it means that demands less resources and leads to the save of time and money during the extraction of the answers to a Twitter’s publication. We use BOEW and Word2vec to generate the characteristic vector for each of the answers. Finally, to make the sentiment analysis we use statistic classification models to polarize comments.

Index Terms—Artificial intelligence, sentiment analysis, tweets, web scraping, Word2Vec.

[PDF]

Cite: Galvez Arias Pierina, Guzman Ramos Pedro Jesús, Chipana Vila Luis Antonio, Trigoso Valeriano Carlos Alberto, Fabian Arteaga Junior, "Bag of Embedding Words for Sentiment Analysis of Tweets," Journal of Computers vol. 14, no. 3, pp. 223-231, 2019.

General Information

ISSN: 1796-203X
Abbreviated Title: J.Comput.
Frequency: Bimonthly
Editor-in-Chief: Prof. Liansheng Tan
Executive Editor: Ms. Nina Lee
Abstracting/ Indexing: DBLP, EBSCO,  ProQuest, INSPEC, ULRICH's Periodicals Directory, WorldCat,etc
E-mail: jcp@iap.org
  • Nov 14, 2019 News!

    Vol 14, No 11 has been published with online version   [Click]

  • Mar 20, 2020 News!

    Vol 15, No 2 has been published with online version   [Click]

  • Dec 16, 2019 News!

    Vol 14, No 12 has been published with online version   [Click]

  • Sep 16, 2019 News!

    Vol 14, No 9 has been published with online version   [Click]

  • Aug 16, 2019 News!

    Vol 14, No 8 has been published with online version   [Click]

  • Read more>>