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1
Detecting cognitive decline using speech only: The ADReSSo Challenge ...
Abstract: Building on the success of the ADReSS Challenge at Interspeech 2020, which attracted the participation of 34 teams from across the world, the ADReSSo Challenge targets three difficult automatic prediction problems of societal and medical relevance, namely: detection of Alzheimer's Dementia, inference of cognitive testing scores, and prediction of cognitive decline. This paper presents these prediction tasks in detail, describes the datasets used, and reports the results of the baseline classification and regression models we developed for each task. A combination of acoustic and linguistic features extracted directly from audio recordings, without human intervention, yielded a baseline accuracy of 78.87% for the AD classification task, an MMSE prediction root mean squared (RMSE) error of 5.28, and 68.75% accuracy for the cognitive decline prediction task. ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Machine Learning cs.LG; Sound cs.SD
URL: https://arxiv.org/abs/2104.09356
https://dx.doi.org/10.48550/arxiv.2104.09356
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2
Making Sense of Right Hemisphere Discourse Using RHDBank
In: Top Lang Disord (2021)
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3
A Comparison of Manual Versus Automated Quantitative Production Analysis of Connected Speech
In: J Speech Lang Hear Res (2021)
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4
Naming and story gist in aphasia (Richardson et al., 2018) ...
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5
Naming and story gist in aphasia (Richardson et al., 2018) ...
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6
Procedural discourse performance in adults with severe traumatic brain injury at 3 and 6 months post injury
In: Brain Inj (2018)
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7
Procedural discourse performance in adults with severe traumatic brain injury at 3 and 6 months post injury
Stubbs, Elin; Togher, Leanne; Kenny, Belinda J. (R19919). - : U.K., Taylor & Francis, 2018
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8
Fostering Human Rights Through TalkBank ...
Macwhinney, Brian; Fromm, Davida; Rose, Yvan. - : Carnegie Mellon University, 2017
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9
Fostering Human Rights Through TalkBank ...
Macwhinney, Brian; Fromm, Davida; Rose, Yvan. - : Carnegie Mellon University, 2017
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10
AphasiaBank as BigData ...
Macwhinney, Brian; Fromm, Davida. - : Carnegie Mellon University, 2016
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11
Automated Proposition Density Analysis for Discourse in Aphasia ...
Fromm, Davida; Greenhouse, Joel; Kaiyue Hou. - : Carnegie Mellon University, 2016
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12
Automated Proposition Density Analysis for Discourse in Aphasia ...
Fromm, Davida; Greenhouse, Joel; Kaiyue Hou. - : Carnegie Mellon University, 2016
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13
AphasiaBank as BigData ...
Macwhinney, Brian; Fromm, Davida. - : Carnegie Mellon University, 2016
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14
Child Language Data Exchange System Tools for Clinical Analysis
In: Semin Speech Lang (2016)
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15
Long-term Recovery in Stroke Accompanied by Aphasia: A Reconsideration
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16
AphasiaBank: 7-Year Interest Rate Index and Yield
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17
Nouns and verbs in naming and storytelling tasks in aphasia: Verbs are another story
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18
"Better but no cigar": persons with aphasia speak about their speech
In: Aphasiology. - London [u.a.] : Routledge, Taylor & Francis Group 25 (2011) 11, 1431-1447
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19
AphasiaBank: methods for studying discourse
In: Aphasiology. - London [u.a.] : Routledge, Taylor & Francis Group 25 (2011) 11, 1286-1307
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OLC Linguistik
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20
"Better but no cigar": Persons with aphasia speak about their speech
In: Research outputs 2011 (2011)
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