Volume 10 Number 12 (Dec. 2015)
Home > Archive > 2015 > Volume 10 Number 12 (Dec. 2015) >
JSW 2015 Vol.10(12):1367-1374 ISSN: 1796-217X
doi: 10.17706/jsw.10.12.1367-1374

Implementation of a New Recommendation System Based on Decision Tree Using Implicit Relevance Feedback

Anıl Utku*, Hacer Karacan, Oktay Yıldız, M. Ali Akcayol

Gazi University Computer Engineering Department, Maltepe, Ankara, Turkey.

Abstract—Recommendation Systems (RSs) are used to provide users useful and effective suggestions. Effectiveness of RSs is depend on the quality of the suggestions. In this study, a new RS based on decision tree (DT) using implicit relevance feedback have been developed for movies. User behavior as implied relevance feedback is modeled by clickstreams. The DT constructed by Gini algorithm. The experimental results show that the developed method is successful for effective and useful suggestions.

Index Terms—Recommendation systems, user behavior analysis, collaborative filtering, relevance feedback.

[PDF]

Cite: Anıl Utku*, Hacer Karacan, Oktay Yıldız, M. Ali Akcayol, "Implementation of a New Recommendation System Based on Decision Tree Using Implicit Relevance Feedback," Journal of Software vol. 10, no. 12, pp. 1367-1374, 2015.

General Information

  • ISSN: 1796-217X (Online)
  • Frequency:  Quarterly
  • Editor-in-Chief: Prof. Antanas Verikas
  • Executive Editor: Ms. Yoyo Y. Zhou
  • Abstracting/ Indexing: DBLP, EBSCO, CNKIGoogle Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
  • E-mail: jsweditorialoffice@gmail.com
  • APC: 500USD
  • Jun 12, 2024 News!

    Vol 19, No 2 has been published with online version   [Click]

  • Jan 04, 2024 News!

    JSW will adopt Article-by-Article Work Flow

  • Apr 01, 2024 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Apr 01, 2024 News!

    Papers published in JSW Vol 18, No 1- Vol 18, No 6 have been indexed by DBLP   [Click]

  • Mar 01, 2024 News!

    Vol 19, No 1 has been published with online version    [Click]