Error detection, error correction and performance evaluation in on-line mathematical expression recognition

被引:60
作者
Chan, KF [1 ]
Yeung, DY [1 ]
机构
[1] Hong Kong Univ Sci & Technol, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
关键词
definite clause grammar; error-correcting parsing; error detection and correction; hierarchical decomposition parsing; on-line mathematical expression recognition; performance evaluation; structural analysis;
D O I
10.1016/S0031-3203(00)00102-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automatic recognition of on-line mathematical expressions is difficult especially when there exist errors. In this paper, we incorporate an error detection and correction mechanism into a parser developed previously by us based on definite clause grammar (DCG). The resulting system can handle lexical, syntactic and some semantic errors. The recognition speed for 600 commonly seen expressions is quite acceptable, ranging from 0.73 to 6s per expression on a modest workstation. In addition, we propose a performance evaluation scheme which can be used to demonstrate the effectiveness of both the symbol recognition and structural analysis stages by a single measure. (C) 2001 Pattern Recognition Society. Published by Elsevier Science Ltd. Al rights reserved.
引用
收藏
页码:1671 / 1684
页数:14
相关论文
共 18 条
[1]  
Aho Alfred V., 1986, ADDISON WESLEY SERIE
[2]  
[Anonymous], 1996, CRC STANDARD MATH TA
[3]   A SYNTACTIC APPROACH FOR HANDWRITTEN MATHEMATICAL FORMULA RECOGNITION [J].
BELAID, A ;
HATON, JP .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (01) :105-111
[4]  
Blostein D., 1997, HDB CHARACTER RECOGN, P557
[5]   An efficient syntactic approach to structural analysis of on-line handwritten mathematical expressions [J].
Chan, KF ;
Yeung, DY .
PATTERN RECOGNITION, 2000, 33 (03) :375-384
[6]   Recognizing on-line handwritten alphanumeric characters through flexible structural matching [J].
Chan, KF ;
Yeung, DY .
PATTERN RECOGNITION, 1999, 32 (07) :1099-1114
[7]  
CHAN KF, IN PRESS INT J DOCUM
[8]   METHOD FOR STRUCTURAL ANALYSIS OF 2-DIMENSIONAL MATHEMATICAL EXPRESSIONS [J].
CHANG, SK .
INFORMATION SCIENCES, 1970, 2 (03) :253-&
[9]  
Chen L. H., 1992, COMPUTER PROCESSING, V6, P19
[10]   TOWARDS AN ART BASED MATHEMATICAL EDITOR, THAT USES ONLINE HANDWRITTEN SYMBOL RECOGNITION [J].
DIMITRIADIS, YA ;
CORONADO, JL .
PATTERN RECOGNITION, 1995, 28 (06) :807-822