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The Design and Implementation of Persionalized Recommendation System for E-commerce Platform

Author: ZhangFengZuo
Tutor: WangYuYing; YangZhiXiong
School: Harbin Institute of Technology
Course: Software Engineering
Keywords: online shopping big data process data mining personalized recommendation
CLC: TP311.52
Type: Master's thesis
Year: 2012
Downloads: 69
Quote: 0
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Abstract


Nowadays, the competitions in the field of E-business are becoming much moreintense. Shopping platform which is the main support component for the E-business, isfacing more and more challenges. In the era of information explosion, in order toimprove the satisfactions of users, to achieve a higher users’ loyalty, lots ofE-commerce companies are focusing on the researches of personalizedrecommendation for the shopping platform, which could help customers finding thecomedies easily, and enhancing the shopping experience.Due to the problem of users’ experience people shopping on the E-commercialplatform, this thesis introduced a personalized recommendation system. This programdiscussed the design and implementations of the personalized recommendation system,which is used on the E-commerce platform thoroughly, by analyzing its businessrequirements and functional requirements. To be more specifically, the thesis discussedthe design and implementations of the input preparation module, the personalizedrecommendation engine module, the algorithms results store module, scenarioconfiguration module and finally recommendation’s responding module. Meanwhile,the thesis using Map-Reduce programming model specifically described the design andimplements of heat conducting algorithm, self projection algorithm and k-meansclustering algorithms.This program conducted the data mining using large scale amount of users’behavior data and commodities data. The system could support customers’ interestsand underlying preferences prediction, ensure the response speed and accuracy,manage data more efficiently as well. The personalized recommendation systemdiscussed in the thesis also gives the basic data analyzing support for the other businessrelated system. The system now is on the service in the alibaba.com, helping improvethe clicking rate, buying rate of the commodities, and improve the user’s shoppingsatisfaction.

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CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer software > Program design,software engineering > Software Engineering > Software Development
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