SHORTLIST - A CONNECTIONIST MODEL OF CONTINUOUS SPEECH RECOGNITION

被引:741
作者
NORRIS, D [1 ]
机构
[1] MAX PLANCK INST PSYCHOLINGUIST, NIJMEGEN, NETHERLANDS
关键词
D O I
10.1016/0010-0277(94)90043-4
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Previous work has shown how a back-propagation network with recurrent connections can successfully model many aspects of human spoken word recognition (Norris, 1988, 1990, 1992, 1993). However. such networks are unable to revise their decisions in the light of subsequent context. TRACE (McClelland & Elman, 1986), on the other hand, manages to deal appropriately with following context, but only by using a highly implausible architecture that fails to account for some important experimental results. A new model is presented which displays the more desirable properties of each of these models. In contrast to TRACE the new model is entirely bottom-up and can readily perform simulations with vocabularies of tens of thousands of words.
引用
收藏
页码:189 / 234
页数:46
相关论文
共 64 条
[1]   THE RECOGNITION OF WORDS AFTER THEIR ACOUSTIC OFFSETS IN SPONTANEOUS SPEECH - EFFECTS OF SUBSEQUENT CONTEXT [J].
BARD, EG ;
SHILLCOCK, RC ;
ALTMANN, GTM .
PERCEPTION & PSYCHOPHYSICS, 1988, 44 (05) :395-408
[2]  
Bellman R., 1957, DYNAMIC PROGRAMMING
[3]   LEXICAL EFFECTS ON THE PHONETIC CATEGORIZATION OF SPEECH - THE ROLE OF ACOUSTIC STRUCTURE [J].
BURTON, MW ;
BAUM, SR ;
BLUMSTEIN, SE .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1989, 15 (03) :567-575
[4]  
BURTON MW, UNPUB LEXICAL EFFECT
[5]   AN AUGMENTED CHART DATA STRUCTURE WITH EFFICIENT WORD LATTICE PARSING SCHEME IN SPEECH RECOGNITION APPLICATIONS [J].
CHIEN, LF ;
LEE, LS ;
CHEN, KJ .
SPEECH COMMUNICATION, 1991, 10 (02) :129-144
[6]   EFFECTS OF SUBSEQUENT SENTENCE CONTEXT IN AUDITORY WORD RECOGNITION - TEMPORAL AND LINGUISTIC CONSTRAINTS [J].
CONNINE, CM ;
BLASKO, DG ;
HALL, M .
JOURNAL OF MEMORY AND LANGUAGE, 1991, 30 (02) :234-250
[7]   THE ROLE OF STRONG SYLLABLES IN SEGMENTATION FOR LEXICAL ACCESS [J].
CUTLER, A ;
NORRIS, D .
JOURNAL OF EXPERIMENTAL PSYCHOLOGY-HUMAN PERCEPTION AND PERFORMANCE, 1988, 14 (01) :113-121
[8]   PHONEME IDENTIFICATION AND THE LEXICON [J].
CUTLER, A ;
MEHLER, J ;
NORRIS, D ;
SEGUI, J .
COGNITIVE PSYCHOLOGY, 1987, 19 (02) :141-177
[9]  
Cutler A., 1979, SENTENCE PROCESSING
[10]  
DALBY J, 1986, PROC INS AC, V8, P347