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Automatic lexicon construction for arabic sentiment analysis

  • Jordan University of Science and Technology
  • Zarqa University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

53 Scopus citations

Abstract

Sentiment Analysis (SA) is the process of determining the sentiment of a text written in a natural language to be positive, negative or neutral. It is one of the most interesting subfields of natural language processing (NLP) and Web mining due to its diverse applications and the challenges associated with applying it on the massive amounts of textual data available online (especially, on social networks). Most of the current works on SA focus on the English language and follow one of two main approaches, (corpus-based and lexicon-based) or a hybrid of them. This work focuses on a less studied aspect of SA, which is lexicon-based SA for the Arabic language. In addition to experimenting and comparing three different lexicon construction techniques, an Arabic SA tool is designed and implemented to effectively take advantage of the constructed lexicons. The proposed SA tool possesses many novel features such as the way negation and intensification are handled. The experimental results show encouraging outcomes with 74.6% accuracy in addition to revealing new insights and guidelines that could direct the future research efforts.

Original languageEnglish
Title of host publicationProceedings - 2014 International Conference on Future Internet of Things and Cloud, FiCloud 2014
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages547-552
Number of pages6
ISBN (Electronic)9781479943586
DOIs
StatePublished - 12 Dec 2014
Externally publishedYes
Event2nd International Conference on Future Internet of Things and Cloud, FiCloud 2014 - Barcelona, Spain
Duration: 27 Aug 201429 Aug 2014

Publication series

NameProceedings - 2014 International Conference on Future Internet of Things and Cloud, FiCloud 2014

Conference

Conference2nd International Conference on Future Internet of Things and Cloud, FiCloud 2014
Country/TerritorySpain
CityBarcelona
Period27/08/1429/08/14

Keywords

  • document-level sentiment analysis
  • lexicon construction
  • lexicon-based approach
  • opinion mining
  • social networks

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