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Title

A recommender system by using classification based on frequent pattern mining and J48 algorithm

Year: 1394
COI: KBEI02_068
Language: EnglishView: 458
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Authors

Maral Kolahkaj - Young Researchers and Elite Club, Karaj Branch Islamic Azad University Karaj, Iran
Madjid Khalilian - Department of Computer Engineering, Karaj Branch Islamic Azad University Karaj, Iran

Abstract:

User’s behavior modeling on the web and extracting its patterns can be utilized for customizing search results without user’s specifications. Since offering a precise suggestion to users in search engines and e-commerce is desirable for users, precision is the most important factor in such systems. The main challenge in recent researches is to improve precision and recall factors in recommender systems. In addition, classification based on frequent patterns mining is received a lot of research in data mining field. In this study a hybrid method is proposed to generate a list of interesting suggestions based on users view. To verify the precision of the proposed method, we used different classifiers. The results show that, J48 classification has the highest precision and recall for the proposed method

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Paper COI Code

This Paper COI Code is KBEI02_068. Also You can use the following address to link to this article. This link is permanent and is used as an article registration confirmation in the Civilica reference:

https://civilica.com/doc/553118/

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Kolahkaj, Maral and Khalilian, Madjid,1394,A recommender system by using classification based on frequent pattern mining and J48 algorithm,2nd Internatioanl Conference on Knowledge -Base Engineering and Innovation,Tehran,https://civilica.com/doc/553118

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  • A. Kishor Singh, A. Kumar, and A. K. Maurya, "An ...
  • Control and Computing Technologies, pp. 1599-1602, IEEE 2014. ...
  • F. Yucai, "Association Rules Incremental Updating Algorithm, " Journal of ...
  • B. Kavsek and N Lavrac apriori-sd, "Adapting association rule learing ...
  • Copyright Notice is: 978-1 -4673-6506-2/ 5/831 _ 00 G2015 IEEE ...

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Scientometrics

The specifications of the publisher center of this Paper are as follows:
Type of center: Azad University
Paper count: 9,551
In the scientometrics section of CIVILICA, you can see the scientific ranking of the Iranian academic and research centers based on the statistics of indexed articles.

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COI stands for "CIVILICA Object Identifier". COI is the unique code assigned to articles of Iranian conferences and journals when indexing on the CIVILICA citation database.

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