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        <title>Language-Based Automatic Assessment of Cognitive and Communicative Functions Related to Parkinson’s Disease</title>
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    <name type="personal">
        <namePart type="given">Lesley</namePart>
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    <name type="personal">
        <namePart type="given">Gabriel</namePart>
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            <title>Proceedings of the First International Workshop on Language Cognition and Computational Models</title>
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            <namePart type="given">Manjira</namePart>
            <namePart type="family">Sinha</namePart>
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        <name type="personal">
            <namePart type="given">Tirthankar</namePart>
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    <abstract>We explore the use of natural language processing and machine learning for detecting evidence of Parkinson’s disease from transcribed speech of subjects who are describing everyday tasks. Experiments reveal the difficulty of treating this as a binary classification task, and a multi-class approach yields superior results. We also show that these models can be used to predict cognitive abilities across all subjects.</abstract>
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%0 Conference Proceedings
%T Language-Based Automatic Assessment of Cognitive and Communicative Functions Related to Parkinson’s Disease
%A Jessiman, Lesley
%A Murray, Gabriel
%A Braley, McKenzie
%Y Sinha, Manjira
%Y Dasgupta, Tirthankar
%S Proceedings of the First International Workshop on Language Cognition and Computational Models
%D 2018
%8 August
%I Association for Computational Linguistics
%C Santa Fe, New Mexico, USA
%F jessiman-etal-2018-language
%X We explore the use of natural language processing and machine learning for detecting evidence of Parkinson’s disease from transcribed speech of subjects who are describing everyday tasks. Experiments reveal the difficulty of treating this as a binary classification task, and a multi-class approach yields superior results. We also show that these models can be used to predict cognitive abilities across all subjects.
%U https://aclanthology.org/W18-4107
%P 63-74

Markdown (Informal)

[Language-Based Automatic Assessment of Cognitive and Communicative Functions Related to Parkinson’s Disease](https://aclanthology.org/W18-4107) (Jessiman et al., LCCM 2018)

• Language-Based Automatic Assessment of Cognitive and Communicative Functions Related to Parkinson’s Disease (Jessiman et al., LCCM 2018)

ACL

• Lesley Jessiman, Gabriel Murray, and McKenzie Braley. 2018. Language-Based Automatic Assessment of Cognitive and Communicative Functions Related to Parkinson’s Disease. In Proceedings of the First International Workshop on Language Cognition and Computational Models, pages 63–74, Santa Fe, New Mexico, USA. Association for Computational Linguistics.