Alzheimer's Dementia Detection Through Machine Learning: Analyzing Linguistic and Acoustic Features in Spontaneous Speech
Z Shah - 2023 - era.library.ualberta.ca
With the rapid aging of the world's population, the global burden of agingrelated mental
disorders, such as Alzheimer's dementia (AD), is also on the rise. Unfortunately global …
disorders, such as Alzheimer's dementia (AD), is also on the rise. Unfortunately global …
Learning language and acoustic models for identifying Alzheimer's dementia from speech
Alzheimer's dementia (AD) is a chronic neurodegenerative illness that manifests in a
gradual decline of cognitive function. Early identification of AD is essential for managing the …
gradual decline of cognitive function. Early identification of AD is essential for managing the …
Multilingual alzheimer's dementia recognition through spontaneous speech: a signal processing grand challenge
This Signal Processing Grand Challenge (SPGC) targets a difficult automatic prediction
problem of societal and medical relevance, namely, the detection of Alzheimer's Dementia …
problem of societal and medical relevance, namely, the detection of Alzheimer's Dementia …
Alzheimer's disease and speech background
WH Land Jr, JD Schaffer, WH Land… - The art and science of …, 2020 - Springer
Developing a possible diagnostic test for Alzheimer's disease (AD) based on speech is used
throughout this book to illustrate the application of the machine learning methods we …
throughout this book to illustrate the application of the machine learning methods we …
Alzheimer's dementia speech (audio vs. text): Multi-modal machine learning at high vs. low resolution
Automated techniques to detect Alzheimer's Dementia through the use of audio recordings
of spontaneous speech are now available with varying degrees of reliability. Here, we …
of spontaneous speech are now available with varying degrees of reliability. Here, we …
Multi-modal fusion with gating using audio, lexical and disfluency features for Alzheimer's dementia recognition from spontaneous speech
This paper is a submission to the Alzheimer's Dementia Recognition through Spontaneous
Speech (ADReSS) challenge, which aims to develop methods that can assist in the …
Speech (ADReSS) challenge, which aims to develop methods that can assist in the …
[PDF][PDF] Deep Learning Approaches for Detecting Alzheimer's Dementia from Conversational Speech of ILSE Study.
Automatic screening of Alzheimer's Dementia (AD) can have significant impact on society
and the well-being of the patients. Early detection of AD from spontaneous speech offers …
and the well-being of the patients. Early detection of AD from spontaneous speech offers …
The Influence of Automatic Speech Recognition on Linguistic Features and Automatic Alzheimer's Disease Detection from Spontaneous Speech
Alzheimer's disease (AD) represents a major problem for society and a heavy burden for
those affected. The study of changes in speech offers a potential means for large-scale AD …
those affected. The study of changes in speech offers a potential means for large-scale AD …
Comparing pre-trained and feature-based models for prediction of Alzheimer's disease based on speech
Introduction: Research related to the automatic detection of Alzheimer's disease (AD) is
important, given the high prevalence of AD and the high cost of traditional diagnostic …
important, given the high prevalence of AD and the high cost of traditional diagnostic …
Exploring language-agnostic speech representations using domain knowledge for detecting alzheimer's dementia
We explore ways to use speech data to screen for indications of Alzheimer's dementia (AD).
In particular, we describe our approach to the ICASSP 2023 Signal Processing Grand …
In particular, we describe our approach to the ICASSP 2023 Signal Processing Grand …
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