于红

个人信息Personal Information

副教授

硕士生导师

任职 : AI+教育研究所所长

性别:女

毕业院校:大连理工大学

学位:博士

所在单位:软件学院、国际信息与软件学院

学科:软件工程. 人工智能

电子邮箱:hongyu@dlut.edu.cn

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Classification of Mobile APPs with Combined Information

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论文类型:会议论文

发表时间:2016-07-05

收录刊物:EI、CPCI-S、Scopus

页面范围:193-198

关键字:knowledge; naive bayes; Classification; mobile application (APP); Vector Space Model (VSM)

摘要:In recent years, with the gradual development of mobile Internet technology, the number of mobile applications increases dramatically. Users facing numerous mobile applications are often caught off guard. It is necessary to automatically classify the applications according to the applications' information, so as to recommend appropriate applications to users. However, the text information directly obtained from APPs is vague and limited, to address this problem, this paper proposes to use Web knowledge to enrich the APPs' contextual information and takes a full advantage of Vector Space Model (VSM), Naive Bayes (NB) and Latent Dirichlet Allocation (LDA) to analyze t-he combined APPs' information in order to achieve a more accurate classification results. Experimental results show that the proposed method outperforms the traditional classification methods.