Indonesian News Harvester and Recommender System

To provide convenience for the user that frequently read the news, a system to gather, classify, and provide news from several news websites in one place was needed. This system utilized a recommender system to provide only relevant news to the user. This research proposed a system architecture that used vector space model, and Rocchio relevance feedback to provide specific news recommendation to user’s feedback. The results are that the proposed system architecture can achieve the goal by using five levels of feedback from the user. However, the time needed to gather news is increasing exponentially in line with the number of terms gathered from articles.

[1]  Mohd Abdul Hameed,et al.  Collaborative Filtering Based Recommendation System: A survey , 2012 .

[2]  Pascal Matsakis,et al.  Evaluation of stop word lists in text retrieval using Latent Semantic Indexing , 2011, 2011 Sixth International Conference on Digital Information Management.

[3]  Patrick Pantel,et al.  From Frequency to Meaning: Vector Space Models of Semantics , 2010, J. Artif. Intell. Res..

[4]  J. J. Rocchio,et al.  Relevance feedback in information retrieval , 1971 .

[5]  Sahin Albayrak,et al.  A Comparison of How Demographic Data Affects Recommendation , 2011 .

[6]  P ORTER STEMMER A New Stemmer to Improve Information Retrieval , 2013 .

[7]  Akash K Singh Ajax Asynchronous Database Refresh , 2012 .

[8]  Joaquín Luque,et al.  Term Weighting for Information Retrieval Using Fuzzy Logic , 2012 .

[9]  J. Bobadilla,et al.  Recommender systems survey , 2013, Knowl. Based Syst..

[10]  Akram Salah,et al.  Exploiting User Demographic Attributes for Solving Cold-Start Problem in Recommender System , 2013 .

[11]  Michael J. Pazzani,et al.  Content-Based Recommendation Systems , 2007, The Adaptive Web.

[12]  Robin D. Burke,et al.  Hybrid Recommender Systems: Survey and Experiments , 2002, User Modeling and User-Adapted Interaction.

[13]  Rajendra Akerkar,et al.  Knowledge Based Systems , 2017, Encyclopedia of GIS.

[14]  K. Palanivel,et al.  A STUDY ON IMPLICIT FEEDBACK IN MULTICRITERIA E-COMMERCE RECOMMENDER SYSTEM , 2010 .

[15]  Wahiba Ben,et al.  A NEW STEMMER TO IMPROVE INFORMATION RETRIEVAL , 2013 .