EXPLORING ARTICULATORY CHARACTERISTICS OF CANTONESE DYSARTHRIC SPEECH USING DISTINCTIVE FEATURES

被引:0
|
作者
Wong, Ka Ho [1 ]
Yeung, Wing Sum [1 ]
Yeung, Yu Ting [2 ]
Meng, Helen [1 ,2 ]
机构
[1] Chinese Univ Hong Kong, Dept Syst Engn & Engn Management, Human Comp Commun Lab, Hong Kong, Hong Kong, Peoples R China
[2] Chinese Univ Hong Kong, Stanley Ho Big Data Decis Analyt Res Ctr, Hong Kong, Hong Kong, Peoples R China
关键词
dysarthria; Cantonese; speech disorder; distinctive features; multilayer perceptron;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Dysarthria is a kind of motor speech disorder due to neurological deficits. Understanding the articulatory problems of dysarthric speakers may help to design suitable intervention strategies to improve their speech intelligibility. We have developed an automatic articulatory characteristics analysis framework based on a distinctive feature (DF) recognition. We recruited 16 Cantonese dysarthric subjects with spinocerebellar ataxia (SCA) or cerebral palsy (CP) to support our research. To the best of our knowledge, this is among the first efforts in collecting and automatically analyzing Cantonese dysarthric speech. The framework shows a close Pearson correlation to manual annotation of the subjects in most DFs and also in the average DF error rates. It indicates a potential way to describe articulatory characteristics of dysarthric speech and automatically assess it.
引用
收藏
页码:6495 / 6499
页数:5
相关论文
共 50 条
  • [1] ARTICULATORY TIMING IN SPEECH PRODUCTION . ARTICULATORY DISTINCTIVE FEATURES
    COKER, CH
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1970, 47 (1P1): : 94 - +
  • [2] Using articulatory likelihoods in the recognition of dysarthric speech
    Rudzicz, Frank
    SPEECH COMMUNICATION, 2012, 54 (03) : 430 - 444
  • [3] Automatic Analyses of Dysarthric Speech based on Distinctive Features
    Wong, Ka Ho
    Meng, Helen Mei-Ling
    APSIPA TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING, 2023, 12 (03)
  • [4] Development of a Cantonese Dysarthric Speech Corpus
    Wong, Ka Ho
    Yeung, Yu Ting
    Chan, Edwin H. Y.
    Wong, Patrick C. M.
    Levow, Gina-Anne
    Meng, Helen
    16TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2015), VOLS 1-5, 2015, : 329 - 333
  • [5] Articulatory and bottleneck features for speaker-independent ASR of dysarthric speech
    Yilmaz, Emre
    Mitra, Vikramjit
    Sivaraman, Ganesh
    Franco, Horacio
    COMPUTER SPEECH AND LANGUAGE, 2019, 58 : 319 - 334
  • [6] Articulatory Knowledge in the Recognition of Dysarthric Speech
    Rudzicz, Frank
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2011, 19 (04): : 947 - 960
  • [7] APPLYING DISCRETIZED ARTICULATORY KNOWLEDGE TO DYSARTHRIC SPEECH
    Rudzicz, Frank
    2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 4501 - 4504
  • [8] The CUHK Dysarthric Speech Recognition Systems for English and Cantonese
    Hu, Shoukang
    Liu, Shansong
    Chang, Heng Fai
    Geng, Mengzhe
    Chen, Jiani
    Chung, Lau Wing
    Hei, To Ka
    Yu, Jianwei
    Wong, Ka Ho
    Liu, Xunying
    Meng, Helen
    INTERSPEECH 2019, 2019, : 3669 - 3670
  • [9] Exploratory Data Analysis on Nuclei in Cantonese Dysarthric Speech
    Wong, Ka Ho
    Mok, Hoi Kiu Kristy
    Meng, Helen
    2016 10TH INTERNATIONAL SYMPOSIUM ON CHINESE SPOKEN LANGUAGE PROCESSING (ISCSLP), 2016,