Data Mining Based Recommendation System using Social Websites

被引:4
|
作者
Ali, Faryal [1 ]
Ahmad, Tauqir [1 ]
Martinez-Enriquez, A. M. [2 ]
Muhammad, Aslam [1 ]
机构
[1] UET, Dept CS&E, Lahore, Pakistan
[2] CINVESTAV, IPN, Dept CS, Mexico City, DF, Mexico
关键词
social networking sites; data mining; recommendation system; collaborative content filtering;
D O I
10.1109/WI-IAT.2015.78
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Nowadays, social networking sites have become part of daily life to increase personal profile on line to manage contact with friends. Recommendation systems with limited or excess data use data from social networking sites for resolving common problems. This paper describes a standalone recommendation system that finds relationship between users' connections on social networking sites and preferred items. The designed Web based recommendation system collects and transforms data from social networking sites, applying content and collaborative filtering techniques. For instance, to recommend books, the system treats data from Facebook. The experimental results show that these relationships enhance the quality of proposed recommendation.
引用
收藏
页码:365 / 368
页数:4
相关论文
共 50 条
  • [31] A Survey on Data Mining Methods Available for Recommendation System
    Kumar, Niranjan
    Sneha, Y. S.
    Mungara, Jitendranath
    Prasad, S. G. Raghavendra
    [J]. 2017 2ND INTERNATIONAL CONFERENCE ON COMPUTATIONAL SYSTEMS AND INFORMATION TECHNOLOGY FOR SUSTAINABLE SOLUTION (CSITSS-2017), 2017, : 278 - 283
  • [32] Job Recommendation System based on Machine Learning and Data Mining Techniques using RESTful API and Android IDE
    Jain, Harsh
    Kakkar, Misha
    [J]. 2019 9TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING (CONFLUENCE 2019), 2019, : 416 - 421
  • [33] A recommendation system framework based on web mining
    Yang, Zhenjian
    Xia, Kewen
    [J]. Applied Mechanics and Materials, 2012, 151 : 576 - 582
  • [34] A Recommendation System Model Based on Web Mining
    Zhang, Ting
    Fu, Shucai
    [J]. 2010 INTERNATIONAL CONFERENCE ON INFORMATION, ELECTRONIC AND COMPUTER SCIENCE, VOLS 1-3, 2010, : 682 - 687
  • [35] Research on Recommendation System Based on Web Mining
    Zhu, Min
    Yan, Lei
    [J]. 2011 AASRI CONFERENCE ON INFORMATION TECHNOLOGY AND ECONOMIC DEVELOPMENT (AASRI-ITED 2011), VOL 1, 2011, : 99 - 102
  • [36] Research on Recommendation System Based on Web Mining
    Zhu, Min
    Yan, Lei
    [J]. 2011 INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND NEURAL COMPUTING (FSNC 2011), VOL IV, 2011, : 99 - 102
  • [37] A Recommendation System Framework Based on Web Mining
    Yang Zhenjian
    Xia Kewen
    [J]. NEW TRENDS IN MECHATRONICS AND MATERIALS ENGINEERING, 2012, 151 : 576 - 582
  • [38] Development of Social-Aware Recommendation System Using Public Preference Mining and Social Influence Analysis: A Case Study of Landscape Recommendation
    Tsai, Wen-Hao
    Lin, Yan-Ting
    Lee, Kuan-Rung
    Kuo, Yau-Hwang
    [J]. JOURNAL OF INTERNET TECHNOLOGY, 2016, 17 (03): : 561 - 569
  • [39] Digital Identity Based Recommendation System Using Social Media
    Jaywant, Nikhil
    Shetty, Sanjay
    Musale, Vinayak
    [J]. PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON APPLIED AND THEORETICAL COMPUTING AND COMMUNICATION TECHNOLOGY (ICATCCT), 2016, : 288 - 292
  • [40] Gifts Recommendation System Based on the Public Big Data of Social Networks
    Qi, Yuqi
    Tang, Baihui
    Cao, Sanxing
    [J]. 2020 IEEE CONFERENCE ON TELECOMMUNICATIONS, OPTICS AND COMPUTER SCIENCE (TOCS), 2020, : 155 - 159