A 2-STAGE CLASSIFICATION SCHEME WITH BACKPROPAGATION NEURAL NETWORK CLASSIFIERS

被引:7
作者
CHO, SB [1 ]
KIM, JH [1 ]
机构
[1] KOREA ADV INST SCI & TECHNOL,DEPT COMP SCI,YOOSUNG KU,TAEJON 305701,SOUTH KOREA
关键词
BACKPROPAGATION CLASSIFIER; 2-STAGE CLASSIFICATION;
D O I
10.1016/0167-8655(92)90027-W
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces backpropagation neural network as a classifier with some practical considerations, and proposes a two-stage classification scheme based on this classifier. A preliminary experiment with a large set of Hangul (Korean script) confirms the superiority relative to a single large neural network classifier.
引用
收藏
页码:309 / 313
页数:5
相关论文
共 10 条
[1]  
Duda R. O., 1973, PATTERN CLASSIFICATI, V3
[2]   A MULTISTAGE ALGORITHM FOR FAST CLASSIFICATION OF PATTERNS [J].
ELSHISHINY, H ;
ABDELMOTTALEB, MS ;
ELRAEY, M ;
SHOUKRY, A .
PATTERN RECOGNITION LETTERS, 1989, 10 (04) :211-215
[3]   AN INTERACTIVE 2-LEVEL ARCHITECTURE FOR A MEMORY NETWORK PATTERN CLASSIFIER [J].
FAIRHURST, MC ;
WAHAB, HMSA .
PATTERN RECOGNITION LETTERS, 1990, 11 (08) :537-540
[4]   ANALYSIS OF HIDDEN UNITS IN A LAYERED NETWORK TRAINED TO CLASSIFY SONAR TARGETS [J].
GORMAN, RP ;
SEJNOWSKI, TJ .
NEURAL NETWORKS, 1988, 1 (01) :75-89
[5]   USING KEY FEATURES IN PATTERN-CLASSIFICATION [J].
KISSIOV, V ;
HADJITODOROV, S ;
KUNCHEVA, L .
PATTERN RECOGNITION LETTERS, 1990, 11 (01) :1-5
[6]  
KOLMOGOROV AN, 1957, DOKL AKAD NAUK SSSR, V144, P679
[7]   ON THE IDENTITY OF OPTIMAL STRATEGIES FOR MULTISTAGE CLASSIFIERS [J].
KURZYNSKI, MW .
PATTERN RECOGNITION LETTERS, 1989, 10 (01) :39-46
[8]  
LIPPMANN RP, 1989, IEEE COMMUNICATI NOV, P47
[9]  
Rumelhart DE, 1986, PARALLEL DISTRIBUTED, V1-2
[10]  
Sejnowski T. J., 1987, Complex Systems, V1, P145