Automatically Derived Spoken Language Markers for Detecting Mild Cognitive Impairment
نویسندگان
چکیده
Speech produced by subjects during neuropsychological exams can provide markers other than test performance, via spoken language characteristics that discriminate between subject groups. We present preliminary results on the utility of such markers, automatically derived from spoken responses to narrative recall tests, in discriminating between healthy elderly and subjects with Mild Cognitive Impairment (MCI). Given the audio and transcript of the retellings, a range of markers were automatically derived, including (among others) pause frequency and grammatical complexity. Certain spoken language derived markers, which do not measure the fidelity of the retelling to the original narrative, show statistically significant differences between the group means, when calculated either manually or automatically.
منابع مشابه
Domain Adaptation for Detecting Mild Cognitive Impairment
Lexical and acoustic markers in spoken language can be used to detect mild cognitive impairment (MCI), a condition which is often a precursor to dementia and frequently causes some degree of dysphasia. Research to develop such a diagnostic tool for clinicians has been hindered by the scarcity of available data. This work uses domain adaptation to adapt Alzheimer’s data to improve classification...
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