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1
Identifying Easy Indicators of Dementia
In: Valerie Shalin (2020)
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Identifying Easy Indicators of Dementia
In: Krishnaprasad Thirunarayan (2020)
Abstract: Alzheimer’s Disease (AD) is a degenerative chronic neurodegenerative disease that affects millions of people and whose care costs billions of dollars. There is growing evidence that variations in speech and language may be early indicators of dementia. One of the most initial symptoms of dementia is speech impairment, including difficulty in finding words and changes to the grammatical structure. These early indicators can be detected by having the patients perform a picture description task, such as the Cookie Theft task from the Boston Diagnostic Aphasia Examination. However, much of the state-of-the-art NLP for dementia has been limited due to the size of the available datasets. Understanding the vulnerability of linguistic features extracted from noisy text is essential for both developing better health text classification models and for interpreting the weaknesses of natural language models. This work explores the DementiaBank corpus of Cookie Theft picture descriptions to automatically detect dementia from speech and language translations. Inspired by the results of neuroscience studies, we explore the selective performance of lexical and syntactic features and present quantitative as well as qualitative evaluations.
Keyword: Computer Engineering; Linguistics; Medicine and Health Sciences; Social and Behavioral Sciences
URL: https://works.bepress.com/tk_prasad/125
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3
Identifying Easy Indicators of Dementia
In: Symposium of Student Research, Scholarship, and Creative Activities Materials (2020)
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4
Identifying Easy Indicators of Dementia
In: Tanvi Banerjee (2020)
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5
Personalized Prediction of Suicide Risk for Web-based Intervention
In: Krishnaprasad Thirunarayan (2019)
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6
Personalized Prediction of Suicide Risk for Web-based Intervention
In: Amit P. Sheth (2019)
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7
Personalized Prediction of Suicide Risk for Web-based Intervention
In: Kno.e.sis Publications (2018)
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8
Intent Classification of Short-Text on Social Media
In: Valerie Shalin (2017)
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9
Intent Classification of Short-Text on Social Media
In: Amit P. Sheth (2016)
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10
Intent Classification of Short-Text on Social Media
In: Krishnaprasad Thirunarayan (2016)
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11
FACES: Diversity-Aware Entity Summarization using Incremental Hierarchical Conceptual Clustering
In: Kno.e.sis Publications (2015)
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12
Context-Driven Automatic Subgraph Creation for Literature-Based Discovery
In: Kno.e.sis Publications (2015)
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13
Intent Classification of Short-Text on Social Media
In: Kno.e.sis Publications (2015)
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14
iExplore: Interactive Browsing and Exploring Biomedical Knowledge
In: Amit P. Sheth (2014)
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15
FACES: Diversity-Aware Entity Summarization using Incremental Hierarchical Conceptual Clustering
In: Amit P. Sheth (2014)
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16
A Graph-Based Recovery and Decomposition of Swanson’s Hypothesis using Semantic Predications
In: Krishnaprasad Thirunarayan (2014)
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17
Context-Driven Automatic Subgraph Creation for Literature-Based Discovery
In: Amit P. Sheth (2014)
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18
FACES: Diversity-Aware Entity Summarization using Incremental Hierarchical Conceptual Clustering
In: Krishnaprasad Thirunarayan (2014)
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19
Expressive Extensions to Inheritance Networks
In: Krishnaprasad Thirunarayan (2014)
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20
On the Declarative Semantics of Inheritance Networks
In: Krishnaprasad Thirunarayan (2014)
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