An Information Retrieval Method Based on Matrix Singular Value Decomposition

被引:0
作者
Tan Guo-Iv [1 ]
机构
[1] Shangrao Normal Univ, Dept Math & Comp, Shangrao 334001, Peoples R China
来源
CEIT 2012: 2012 INTERNATIONAL CONFERENCE ON CIVIL ENGINEERING AND INFORMATION TECHNOLOGY | 2012年
关键词
Information retrieval; Vector space model; Singular value decomposition;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Vector space model is one of the widely used information retrieval models. Aiming at it's exist problems, here use singular value decomposition to reduces the dimension of document vector. A decomposition parameter was put forward. It can also be consider as a retrieval precision. Using the decomposition parameters, not only improve the retrieval recall and precision, but also more importantly, greatly speed up the retrieval speed.
引用
收藏
页码:90 / 94
页数:5
相关论文
共 50 条
[21]   Supervised feature selection via matrix factorization based on singular value decomposition [J].
Zare, Masoumeh ;
Eftekhari, Mahdi ;
Aghamollaei, Gholamreza .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2019, 185 :105-113
[22]   Color image restoration based on reduced biquaternion matrix singular value decomposition [J].
Cai, Xiao-Min ;
Ke, Yi-Fen ;
Chen, Lin-Jie .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2025, 460
[23]   Generalized essential matrix: Properties of the singular value decomposition [J].
Miraldo, Pedro ;
Araujo, Helder .
IMAGE AND VISION COMPUTING, 2015, 34 :45-50
[24]   A RIEMANNIAN OPTIMIZATION APPROACH TO THE MATRIX SINGULAR VALUE DECOMPOSITION [J].
Sato, Hiroyuki ;
Iwai, Toshihiro .
SIAM JOURNAL ON OPTIMIZATION, 2013, 23 (01) :188-212
[25]   Vibration load and transfer path identification of vehicle using inverse matrix method based on singular value decomposition [J].
Yang, Chao ;
Wang, Yansong ;
Guo, Hui ;
Lv, Jiang ;
Liu, Ningning ;
Qi, Hongzhong .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2020, 234 (06) :1703-1713
[26]   An Enhanced Hankel Matrix based Singular Value Decomposition Method for Removing Noise from Partial Discharge Signals [J].
Kishonica, J. G. ;
Gayathri, A. ;
Govindarajan, Suganya ;
Krithivasan, Kannan .
2019 11TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING (ICOAC 2019), 2019, :367-371
[27]   Watermark Based on Singular Value Decomposition [J].
Qazzaz, Ali Abdulazeez Mohammed Baqer ;
Kadhim, Neamah Enad .
BAGHDAD SCIENCE JOURNAL, 2023, 20 (05) :1797-1807
[28]   A damage localization method based on the singular value decomposition (SVD) for plates [J].
Yang, Zhi-Bo ;
Yu, Jin-Tao ;
Tian, Shao-Hua ;
Chen, Xue-Feng ;
Xu, Guan-Ji .
SMART STRUCTURES AND SYSTEMS, 2018, 22 (05) :621-630
[29]   A New Blind Adaptive Watermarking Method Based on Singular Value Decomposition [J].
Zolotavkin, Yevhen ;
Juhola, Martti .
2013 INTERNATIONAL CONFERENCE ON SENSOR NETWORK SECURITY TECHNOLOGY AND PRIVACY COMMUNICATION SYSTEM (SNS & PCS), 2013, :184-192
[30]   A social recommendation method based on trust propagation and singular value decomposition [J].
Li, Weijiang ;
Qi, Jing ;
Yu, Zhengtao ;
Li, Dongjun .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (01) :807-816