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Log Mining and Personalization Improvement for Mobile Search System of Government Websites
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Science & Technology Review | 2014, 32(36) : 110 - 116
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Science & Technology Review | 2014, 32(36): 110-116
Log Mining and Personalization Improvement for Mobile Search System of Government Websites
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YE Xiaorong1, SHAO Qing2
Affiliations
    1. Institute of Scientific and Technical Information of China, Beijing 100038, China;
    2. KNET Co., Ltd., Beijing 100190, China
Published: 2014-12-28 doi: 10.3981/j.issn.1000-7857.2014.36.018
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By taking full advantage of the characteristics of mobile search and government website, a log mining and customization system, which makes use of the advantages of Hadoop in large data processing, is designed and developed. First, it uses Flume and HDFS to realize the collection and storage of massive log and to provide source data and program interface of log mining. Second, the system uses MapReduce to efficiently analyze the log by taking advantage of labels and navigation bar of search result pages. Thus, the vector space model of search result pages and user interest model are established. Third, based on user interest model and combined with MapReduce again, the K-means algorithm which is for cluster analysis is used. Then, users are divided into different interest groups depending on their interests. Finally, by calculating the distance between search result page and the user's interest group, whether the user is interested in this page is determined, then the system adjusts the order of search results and pushes a new page to this user accordingly. Therefore, the personalized search and push function are implemented.
personalized search  /  personalized recommendations  /  cluster analysis  /  MapReduce
叶小榕, 邵晴. 政府网站移动搜索的日志挖掘和个性化改进. 科技导报, 2014 , 32 (36) : 110 -116 . DOI: 10.3981/j.issn.1000-7857.2014.36.018
YE Xiaorong, SHAO Qing. Log Mining and Personalization Improvement for Mobile Search System of Government Websites[J]. Science & Technology Review, 2014 , 32 (36) : 110 -116 . DOI: 10.3981/j.issn.1000-7857.2014.36.018
Year 2014 volume 32 Issue 36
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doi: 10.3981/j.issn.1000-7857.2014.36.018
  • Receive Date:2014-10-22
  • Online Date:2015-01-09
  • Published:2014-12-28
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  • Received:2014-10-22
  • Revised:2014-11-20
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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