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E-Commerce Collaborative Filtering Algorithm Research Based on Cloud Computing

Authors :
Rui Cai
De Wen Wang
Fei Fei Han
Wen Qing Zhao
Source :
Advanced Materials Research. :1566-1569
Publication Year :
2013
Publisher :
Trans Tech Publications, Ltd., 2013.

Abstract

With the continuous development of online shopping, a day will generate tens of thousands of consumer records. E-commerce sites want to recommend the consumers that they may be interested in the products by analyzing the consumer historical consumption data. However massive consumer records led to recommendation speed getting slow by using the traditional personalized recommendation algorithm. By researching on the collaborative filtering algorithm based on ALS and the MapReduce parallel programming model, we explore parallelization of collaborative filtering algorithm based on ALS. The experimental results show that the algorithm in this paper can improve the computing efficiency.

Details

ISSN :
16628985
Database :
OpenAIRE
Journal :
Advanced Materials Research
Accession number :
edsair.doi...........682f9bb1edd3267e2e306388b91543fb