Query Interface Classification Based on Singular Value Decomposition

被引:0
|
作者
Gou, Heping [1 ]
Jing, Yongxia [1 ]
Zhao, Yuan [2 ]
机构
[1] Qiongtai Teachers Coll, Dept Informat Technol, Haikou, Peoples R China
[2] Naval Aeronaut & Astronaut Univ, Comp Expt Ctr, Yantai, Peoples R China
关键词
query interface; singular value decomposition; classification;
D O I
10.1109/ISCID.2015.198
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Deep Web query interface classification is the main method to realize classification of Deep Web database, but because of the heterogeneity and diversity of information systems, the query interfaces on Deep Web online database in same domain are diversiform, which leads to the increased number of synonyms and high dimensional feature vectors of the query interface. In this paper, the query interface classification method based on singular value decomposition is proposed to realize semantic translation of query interface feature and data dimension reduction. It converts the query interface on original semantic space to another semantic space with a low rank matrix to approximate the original matrix. The experiments show that the method can reduce the classification overhead, improve the efficiency and accuracy of Deep Web online database retrieval.
引用
收藏
页码:572 / 575
页数:4
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