ASNA: An intelligent agent for retrieving and classifying news on the basis of emotion-affinity

Shaikh Mostafa Al Masum*, Md Tawhidul Islam, Mitsuru Ishizuka

*この研究の対応する著者

研究成果: Conference contribution

6 被引用数 (Scopus)

抄録

In this paper, we present a system Affect Sensitive News Agent (ASNA) developed as a news aggregator that fetches news employing several RSS news-feeds and auto-categorizes the news according to affect sensitivity. There are three main factors that distinguish our work from other similar ones. First, we have integrated the approach to sense affective information from news-texts by applying a cognitive theory of emotions known as the OCC model that none have ever considered for news classification. Second, instead of any machine learning algorithm, we used common-sense and current-affairs as our knowledgebase with a rule based approach to assess each line of text by assigning a numerical valence and finally, natural language processing (NLP) technologies are used to perform automated categorization of news stories on the basis of emotional affinity. Relying on these paradigms and content analysis technologies, we have developed a news-browser that can fetch the news from RSS news-feeds and categorizes the theme of the news according to eight emotion-types plus a neutral category for quicker and intuitive understanding.

本文言語English
ホスト出版物のタイトルCIMCA 2006: International Conference on Computational Intelligence for Modelling, Control and Automation, Jointly with IAWTIC 2006: International Conference on Intelligent Agents Web Technologies ...
DOI
出版ステータスPublished - 2007
外部発表はい
イベントCIMCA 2006: International Conference on Computational Intelligence for Modelling, Control and Automation, Jointly with IAWTIC 2006: International Conference on Intelligent Agents Web Technologies and International Commerce - Sydney, NSW
継続期間: 2006 11 282006 12 1

Other

OtherCIMCA 2006: International Conference on Computational Intelligence for Modelling, Control and Automation, Jointly with IAWTIC 2006: International Conference on Intelligent Agents Web Technologies and International Commerce
CitySydney, NSW
Period06/11/2806/12/1

ASJC Scopus subject areas

  • コンピュータ サイエンス(全般)
  • 制御およびシステム工学

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