MULTICLASS DISCRIMINATE MAPPINGS

被引：11
作者：
ALADJEM, ME
机构：
[1] Department of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Beer-Sheva, 84105
来源：
SIGNAL PROCESSING | 1994年 / 35卷 / 01期
关键词：
PATTERN CLASSIFICATION; CLASSIFIER DESIGN; EXPLORATORY DATA ANALYSIS; DIMENSIONAL REDUCTION; MAPPING OF MULTIVARIATE DATA;
D O I：
10.1016/0165-1684(94)90186-4
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
Multiclass mappings oriented to the classification of multivariate data are discussed. Parametric and nonparametric mapping criteria are used for single level (one shot) projections. A method for reducing the computation complexity of the optimization procedure is suggested. In the case of a large number of classes, a sequential mapping based on the binary tree scheme is proposed. An algorithm for interactive binary tree design is presented. It combines automated and manual composition of the groups of the classes at the nodes of the tree. An example of the application of the tree mapping is presented.
引用
收藏
页码：1 / 18
页数：18
相关论文
共 27 条
  • [11] Fukunaga, Mantock, Nonparametric discriminant analysis, IEEE Trans. Pattern Anal. Mach. Intell., 5 PAMI, pp. 671-678, (1983)
  • [12] Gelsema, Eden, Mapping algorithms in ISPAHAN, Pattern Recognition, 12, pp. 127-136, (1980)
  • [13] Huang, Li, Laveen, A nonparametric feature extraction algorithm, Proc. Internat. Conf. Systems Man Cybernet., 1, pp. 591-595, (1984)
  • [14] Kissiov, Aladjem, Experimental study of combined linear mapping method, Proc. Seventh Internat. Conf. on Pattern Recognition, 2, pp. 696-698, (1984)
  • [15] Kissiov, Aladjem, Nesterov, Design of a multigraph distemper classifier using quantitative and qualitative symptoms simultaneously, Proc. Xth Internat. Congress on Cybernetics, Symposium XIV: Mathematical Modeling in Medicine, (1983)
  • [16] Lin, Fu, Automatic classification of cervical cells using a binary tree classifier, Pattern Recognition, 16, pp. 69-80, (1983)
  • [17] Longstaff, On extensions to Fisher's linear discriminant function, IEEE Trans. Pattern Anal. Mach. Intell., 9 PAMI, pp. 321-325, (1987)
  • [18] Malina, On an extended Fisher criterion for feature selection, IEEE Trans. Pattern Anal. Mach. Intell., 3 PAMI, pp. 611-614, (1981)
  • [19] Malina, Some multiclass Fisher feature selection algorithms and their comparison with Karhunen-Loeve algorithms, Pattern Recognition Letters, 6, pp. 279-285, (1987)
  • [20] Mui, Fu, Automated classification of nucleated blood cells using a binary tree classifier, IEEE Trans. Pattern Anal Mach. Intell., 2 PAMI, pp. 429-443, (1980)
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