AI/ML-Readiness for Neuroimaging of Language

语言神经影像的 AI/ML 准备

基本信息

项目摘要

Project Summary/Abstract Conceptual or semantic knowledge refers to information about objects, actions, relations, self, culture, and includes meanings of words and phrases. The use of this knowledge is pervasive and automatic in daily life. Everyday activities such as communication, recognition and use of objects, social interactions, and decision making are crucially reliant on conceptual knowledge. Impairment of this complex and widely distributed system has serious consequences for quality of life. Several neurological and psychiatric disorders are associated with the impairment of this system, including stroke with aphasia, dementias, temporal lobe epilepsy, schizophrenia, and autism. Understanding the structure and organization of this system, and the specific ways it is disrupted in these individuals, is critical for developing better treatments and rehabilitation strategies. The goal of this research is to understand the structure and use of this information, its neural basis, and the ways in which it can be impaired by neuropathology. This project pertains to three neuroimaging datasets — two functional MRI and one from stroke survivors — that speak to the neural basis of concepts and language processing in the brain. We aim to transform these data and associated metadata to a “machine learning ready” format and make them easily accessible. This will enable application of powerful modern machine learning techniques, such as Deep Learning, for their analysis. We expect that these analyses will shed new light on the organization and function of this core semantic region in the healthy and impaired brain.
项目总结/文摘

项目成果

期刊论文数量(0)
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会议论文数量(0)
专利数量(0)

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Rutvik H Desai其他文献

Rutvik H Desai的其他文献

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{{ truncateString('Rutvik H Desai', 18)}}的其他基金

Semantic Systems
语义系统
  • 批准号:
    10393648
  • 财政年份:
    2020
  • 资助金额:
    $ 28.74万
  • 项目类别:
Semantic Systems
语义系统
  • 批准号:
    10162579
  • 财政年份:
    2020
  • 资助金额:
    $ 28.74万
  • 项目类别:
Semantic Systems
语义系统
  • 批准号:
    9974006
  • 财政年份:
    2020
  • 资助金额:
    $ 28.74万
  • 项目类别:
Semantic Systems
语义系统
  • 批准号:
    10629185
  • 财政年份:
    2020
  • 资助金额:
    $ 28.74万
  • 项目类别:
Sensory-Motor Systems and Conceptual Processing in the Healthy and Impaired Brain
健康和受损大脑中的感觉运动系统和概念处理
  • 批准号:
    8111891
  • 财政年份:
    2010
  • 资助金额:
    $ 28.74万
  • 项目类别:
Sensory-Motor Systems and Conceptual Processing in the Healthy and Impaired Brain
健康和受损大脑中的感觉运动系统和概念处理
  • 批准号:
    8281575
  • 财政年份:
    2010
  • 资助金额:
    $ 28.74万
  • 项目类别:
Sensory-Motor Systems and Conceptual Processing in the Healthy and Impaired Brain
健康和受损大脑中的感觉运动系统和概念处理
  • 批准号:
    8683144
  • 财政年份:
    2010
  • 资助金额:
    $ 28.74万
  • 项目类别:
Sensory-Motor Systems and Conceptual Processing in the Healthy and Impaired Brain
健康和受损大脑中的感觉运动系统和概念处理
  • 批准号:
    8488422
  • 财政年份:
    2010
  • 资助金额:
    $ 28.74万
  • 项目类别:
Sensory-Motor Systems and Conceptual Processing in the Healthy and Impaired Brain
健康和受损大脑中的感觉运动系统和概念处理
  • 批准号:
    8635408
  • 财政年份:
    2010
  • 资助金额:
    $ 28.74万
  • 项目类别:
Functional MRI of Sensory-Motor Metaphor Processing
感觉运动隐喻处理的功能 MRI
  • 批准号:
    7152041
  • 财政年份:
    2006
  • 资助金额:
    $ 28.74万
  • 项目类别:

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