Library and Information Service >
Research on the Construction Approach of Multi-Label User Classification Based on the Visited Pages
Received date: 2014-04-15
Revised date: 2014-05-02
Online published: 2014-05-20
In order to deal with the issue of one instance belonging to several classes, Multi-Label Support Vector Machine (ML-SVM) is proposed and the system of multi-label user classification based on visited pages is constructed. Firstly, the Web pages are preprocessed and the page features are extracted by Manifold-based Discriminant Analysis (MDA). Then, ML-SVM is used to classify the pages and the classification results are evaluated. Experiments on the authentic datasets verify the effectiveness of the constructed system.
Key words： visited pages; user classification; multi-label; Support Vector Machine
Liu Zhongbao , Zhao Wenjuan , Jia Junzhi . Research on the Construction Approach of Multi-Label User Classification Based on the Visited Pages[J]. Library and Information Service, 2014 , 58(10) : 145 -148 . DOI: 10.13266/j.issn.0252-3116.2014.10.026
[1] 沈旺, 国佳, 李贺.信息检索过程中用户主观因素作用研究[J].图书情报工作, 2013, 57(8): 130-134, 140.
[2] 周国强, 崔荣一.基于朴素贝叶斯分类器的朝鲜语文本分类研究[J].中文信息学报, 2011, 25(4):16-19.
[3] 钟将, 刘荣辉.一种改进的KNN文本分类[J].计算机工程与应用, 2012, 48(2):142-144.
[4] 田晓宇, 梁静国.支持向量机在文本自动分类中的应用研究[J].情报学报, 2006, 25(2):208-214.
[5] 曹薇, 张乃洲.一种基于C 4.5决策树的Web页面分类算法[J].计算机系统应用, 2010, 19(10): 195-198.
[6] 朱云霞.结合聚类思想神经网络文本分类技术研究[J].计算机应用研究, 2012, 29(1):155-157.
[7] 刘忠宝, 潘广贞, 赵文娟.流形判别分析[J].电子与信息学报, 2013, 35(9):2047-2053.
[8] 常娥, 张长秀, 侯俊清, 等.基于向量空间模型的古汉语词义自动消歧研究[J].图书情报工作, 2013, 47(2):114-118.
[9] 仲其智, 姚建民.低频词的中文词性标注研究[J].计算机应用与软件, 2011, 28(3):182-185.
[10] 汪忠国, 吴敏.基于向量空间模型的题库相似度检查算法[J].计算机系统应用, 2010, 19(3):213-216.
[11] 刘忠宝.个性化搜索引擎的研究与实现[D].北京:北京工商大学, 2007.
[12] Laurent E S, Chris M, Roy W, et al. A scalable formulation of probabilistic linear discirminant analysis: Applied to face recognition[J]. IEEE Transactions on Pattern Recognition and Machine Learning, 2013, 35(7): 1788-1794.
[13] Chen Xi, Zhang Jiashu, Li Defang. Direct discriminant locality preserving projection with Hammerstein polynomial expansion[J]. IEEE Transactions on Image Processing, 2012, 21(12): 4858-4867.
/
| 〈 |
|
〉 |
