Detecting cognitive decline using speech only: The ADReSSo Challenge

التفاصيل البيبلوغرافية
العنوان: Detecting cognitive decline using speech only: The ADReSSo Challenge
المؤلفون: Saturnino Luz, Fasih Haider, Sofia de la Fuente, Davida Fromm, Brian MacWhinney
بيانات النشر: arXiv, 2021.
سنة النشر: 2021
مصطلحات موضوعية: FOS: Computer and information sciences, Computer Science - Machine Learning, Sound (cs.SD), Computer Science - Computation and Language, 020207 software engineering, 02 engineering and technology, Computer Science - Sound, Machine Learning (cs.LG), Audio and Speech Processing (eess.AS), 0202 electrical engineering, electronic engineering, information engineering, FOS: Electrical engineering, electronic engineering, information engineering, 020201 artificial intelligence & image processing, Computation and Language (cs.CL), Electrical Engineering and Systems Science - Audio and Speech Processing
الوصف: 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.
DOI: 10.48550/arxiv.2104.09356
الوصول الحر: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::49d2b307557f6604c0ddcdd6c1d492b9Test
حقوق: OPEN
رقم الانضمام: edsair.doi.dedup.....49d2b307557f6604c0ddcdd6c1d492b9
قاعدة البيانات: OpenAIRE