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Automatic speech-based assessment of mental state via mobile device

Automatic speech-based assessment of mental state via mobile device
通过移动设备进行基于语音的自动心理状态评估
批准号:
LP160101360
负责人:
Prof Julien Epps
金额:
$21.35万
依托单位国家:
澳大利亚
项目类别:
Linkage Projects
财政年份:
2018
资助国家:
澳大利亚
项目状态:
已结题
起止时间:
2018-01-01 至 2021-06-07

项目摘要

项目成果

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中文摘要
翻译
该项目旨在创建第一个基于移动设备的语音心理状态自动评估。该项目将语音处理从实验室带到了现实环境中,重点关注引出语音、基于回归的精神状态评分和语音纵向建模的新方法。该项目意义重大,因为启发方法和纵向建模已被研究界公认为有价值的研究挑战,并且因为传统的回归方法在有序精神状态量表上是次优的。这在商业上意义重大,因为移动设备允许进行个性化、频繁和低成本的精神状态评估。预期的结果将包括商用技术,在澳大利亚进行试验,每个人都可以使用移动设备,并将澳大利亚的研究和开发能力集中在一个快速增长的应用领域。
英文摘要
This project aims to create the first mobile, device-based automatic assessment of mental state from acoustic speech. Focusing on novel approaches for eliciting speech, for regression-based scoring of mental state and for longitudinal modelling of speech, the project takes speech processing out of the laboratory and into realistic environments. The project is significant because elicitation approach and longitudinal modelling have been acknowledged by the research community as challenges that are valuable to investigate, and because conventional regression methods are sub-optimal on ordinal mental state scales. This is significant commercially because mobile devices allow individually tailored, frequent and low-cost mental state assessment. Expected outcomes will include commercial-ready technology, trialled on Australians, accessible to everyone with a mobile device and concentration of Australian research and development capability in a rapidly growing application area.
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Automatic detection and modelling of acoustic markers of speech timing
  • 批准号:
    DP230101184
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $29.2万
  • 财政年份:
    2023
  • 负责人:
    Prof Julien Epps
  • 依托单位:
Joint modelling and recognition of linguistic and paralinguistic speech information
  • 批准号:
    DP110105240
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $18.28万
  • 财政年份:
    2011
  • 负责人:
    Prof Julien Epps
  • 依托单位:
国内基金
海外基金
儿童植入耳蜗后听觉行为与言语发展进程的关联性研究
  • 批准号:
    81170916
  • 项目类别:
    面上项目
  • 资助金额:
    65.0万元
  • 批准年份:
    2011
  • 负责人:
    刘莎
  • 依托单位:
儿童植入人工耳蜗后开放式听觉言语发育特性研究
  • 批准号:
    30872859
  • 项目类别:
    面上项目
  • 资助金额:
    30.0万元
  • 批准年份:
    2008
  • 负责人:
    刘莎
  • 依托单位: