Application of Multidimensional Data Visualization in Creation of Pattern Recognition Systems

被引:12
作者
Jamroz, Dariusz [1 ]
机构
[1] AGH Univ Sci & Technol, PL-30059 Krakow, Poland
来源
MAN-MACHINE INTERACTIONS 3 | 2014年 / 242卷
关键词
multidimensional visualization; pattern recognition; NEURAL-NETWORKS;
D O I
10.1007/978-3-319-02309-0_48
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presents the application of multidimensional data visualization to obtain the views of 5-dimensional space of features created by recognition of printed characters. On the basis of these views it was stated that the features chosen to construction of features space are sufficient to correct recognition process. This is the significant help by constructing the recognition systems because the correct selection of objects properties on the basis of which the recognition should occur is one of the hardest stages.
引用
收藏
页码:443 / 450
页数:8
相关论文
共 9 条
[1]   Visualization of transformed multivariate data sets with autoassociative neural networks [J].
Aldrich, C .
PATTERN RECOGNITION LETTERS, 1998, 19 (08) :749-764
[2]  
[Anonymous], 2009, Parallel Coordinates, DOI DOI 10.1007/978-0-387-68628-8
[3]   THE GRAND TOUR - A TOOL FOR VIEWING MULTIDIMENSIONAL DATA [J].
ASIMOV, D .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1985, 6 (01) :128-143
[4]   Cluster identification with parallel coordinates [J].
Chou, SY ;
Lin, SW ;
Yeh, CS .
PATTERN RECOGNITION LETTERS, 1999, 20 (06) :565-572
[5]   An invariant scheme for exact match retrieval of symbolic images based upon principal component analysis [J].
Guru, DS ;
Punitha, P .
PATTERN RECOGNITION LETTERS, 2004, 25 (01) :73-86
[6]  
Jamroz D., 2001, THESIS AGH U SCI TEC
[7]  
Jamroz D, 2009, ADV INTELL SOFT COMP, V59, P445
[8]   Recursive PCA for adaptive process monitoring [J].
Li, WH ;
Yue, HH ;
Valle-Cervantes, S ;
Qin, SJ .
JOURNAL OF PROCESS CONTROL, 2000, 10 (05) :471-486
[9]   ARTIFICIAL NEURAL NETWORKS FOR FEATURE-EXTRACTION AND MULTIVARIATE DATA PROJECTION [J].
MAO, JC ;
JAIN, AK .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1995, 6 (02) :296-317