THE RESEARCH AND DESIGN OF PARALLEL RECOMMENDATION ALGORITHM BASED ON MAPREDUCE

被引：0
|
作者：
Yang, Juan [1 ]
Du, Han [1 ]
Wu, Bin [1 ]
Ge, Xinxin [1 ]
机构：
[1] Beijing Univ Posts & Telecommun, Beijing Key Lab Intelligent Telecommun Software, Beijing 100876, Peoples R China
来源：
2012 IEEE 2nd International Conference on Cloud Computing and Intelligent Systems (CCIS) Vols 1-3 | 2012年
基金：
中国国家自然科学基金;
关键词：
Recommendation; Mapreduce; Massive data process; Parallel algorithm;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The rapid development of Internet technology has brought the problem of information overload, and recommendation algorithm is put forward and considered to be the most effective way to solve the problem. Most of the traditional research about recommendation algorithm is focused on accuracy and diversity. However, in the practical engineering application, massive data process will be the most serious problem. In this paper, we propose a parallel recommendation algorithm based on mapreduce programming model, which runs on Hadoop platform, and in our system, we use mongodb as our auxiliary storage data. Finally, we give some experiments to prove our algorithm is suitable for processing massive data.
引用
收藏
页码：303 / 307
页数：5
相关论文
共 50 条
  • [1] Parallel knowledge Community Detection Algorithm Research based on MapReduce
    Xu, Min
    Yang, Panpan
    Ma, Jie
    ADVANCED RESEARCH ON INDUSTRY, INFORMATION SYSTEMS AND MATERIAL ENGINEERING, PTS 1-7, 2011, 204-210 : 1646 - 1650
  • [2] The new algorithm of commodity recommendation based on MapReduce
    Zhao, Wei, 1600, TeknoScienze, Viale Brianza,22, Milano, 20127, Italy (28):
  • [3] A parallel algorithm of public bus accounting based on MapReduce
    Wang, S., 1600, Asian Network for Scientific Information (12): : 8398 - 8404
  • [4] DESIGN AND IMPLEMENTATION OF PARALLEL TERM CONTRIBUTION ALGORITHM BASED ON MAPREDUCE MODEL
    Chao, Peng
    Bin, Wu
    Chao, Deng
    PROCEEDINGS OF THE 2012 SEVENTH OPEN CIRRUS SUMMIT (OCS 2012), 2012, : 43 - 47
  • [5] DESIGN AND IMPLEMENTATION OF PARALLEL STATIATICAL ALGORITHM BASED ON HADOOP'S MAPREDUCE MODEL
    Duan, Songqing
    Wu, Bin
    Wang, Bai
    Yang, Juan
    2011 IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENCE SYSTEMS, 2011, : 134 - 138
  • [6] Parallel Implementation of Apriori Algorithm Based on MapReduce
    Li, Ning
    Zeng, Li
    He, Qing
    Shi, Zhongzhi
    INTERNATIONAL JOURNAL OF NETWORKED AND DISTRIBUTED COMPUTING, 2013, 1 (02) : 89 - 96
  • [7] Parallel implementation of Apriori algorithm based on MapReduce
    Li N.
    Zeng L.
    He Q.
    Shi Z.
    International Journal of Networked and Distributed Computing, 2013, 1 (2) : 89 - 96
  • [8] Implementation of Parallel CASINO Algorithm Based on MapReduce
    Zhang, Li
    Shi, Yijie
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND ENGINEERING APPLICATIONS, 2016, 63 : 104 - 109
  • [9] Distributed Recommendation Algorithm Based on Matrix Decomposition on MapReduce Framework
    Wu, Sen
    Lu, Dan
    Du, Yannan
    Feng, Xiaodong
    KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, KSEM 2015, 2015, 9403 : 447 - 457
  • [10] Research on Parallel Hamilton-Path DNA Sequence Splicing Algorithm Based on MapReduce
    Li, Ming
    Wang, Ning
    Shi, Xiaodong
    Guo, Zhen
    2017 INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS, ELECTRONICS AND CONTROL (ICCSEC), 2017, : 1522 - 1527
12345