AI-based assessments of speech and language impairments in dementia

被引：2
|
作者：
Parsapoor, Mahboobeh [1 ,2 ]
机构：
[1] Ctr Rech Informat Montreal CRIM, Montreal, PQ, Canada
[2] Ctr Rech Informat Montreal CRIM, 405 Ave Ogilvy 101, Montreal, PQ H3N1M3, Canada
来源：
ALZHEIMERS & DEMENTIA | 2023年 / 19卷 / 10期
关键词：
AI; deep learning; dementia; linguistic and acoustic features; machine learning; natural language processing; speech processing techniques; MILD COGNITIVE IMPAIRMENT; VERBAL-LEARNING TEST; ALZHEIMERS-DISEASE; DIAGNOSIS; PERFORMANCE; INDIVIDUALS; MANAGEMENT; TESTS; NEED;
D O I：
10.1002/alz.13395
中图分类号：
R74 [神经病学与精神病学];
学科分类号：
摘要：
Recent advancements in the artificial intelligence (AI) domain have revolutionized the early detection of cognitive impairments associated with dementia. This has motivated clinicians to use AI-powered dementia detection systems, particularly systems developed based on individuals' and patients' speech and language, for a quick and accurate identification of patients with dementia. This paper reviews articles about developing assessment tools using machine learning and deep learning algorithms trained by vocal and textual datasets.
引用
收藏
页码：4675 / 4687
页数：13
相关论文
共 50 条
  • [1] AI-based Arabic Language and Speech Tutor
    Shao, Sicong
    Alharir, Saleem
    Hariri, Salim
    Satam, Pratik
    Shiri, Sonia
    Mbarki, Abdessamad
    2022 IEEE/ACS 19TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2022,
  • [2] Speech and language impairments in dementia
    Klimova, Blanka
    Kuca, Kamil
    JOURNAL OF APPLIED BIOMEDICINE, 2016, 14 (02) : 97 - 103
  • [3] Opportunities and Challenges for AI-Based Support for Speech-Language Pathologists
    Suh, Hyewon
    Dangol, Aayushi
    Meadan-Kaplansky, Hedda
    Miller, Carol A.
    Kientz, Julie A.
    PROCEEDINGS OF THE 3RD ANNUAL MEETING OF THE SYMPOSIUM ON HUMAN-COMPUTER INTERACTION FOR WORK, CHIWORK 2024, 2024,
  • [4] AI-based screening of natural compounds for dementia therapeutics
    Murugan, Raghul
    NATURAL PRODUCT RESEARCH, 2024,
  • [5] AI-Based Predictive Modelling of the Onset and Progression of Dementia
    Hanke, Sten
    Mangialasche, Francesca
    Bodenler, Markus
    Neumayer, Bernhard
    Ngandu, Tiia
    Mecocci, Patrizia
    Untersteiner, Helena
    Stogmann, Elisabeth
    SMART CITIES, 2022, 5 (02): : 700 - 714
  • [6] An AI-Based Feedback Visualisation System for Speech Training
    Wynn, Adam T.
    Wang, Jingyun
    Umezawa, Kaoru
    Cristea, Alexandra, I
    ARTIFICIAL INTELLIGENCE IN EDUCATION: POSTERS AND LATE BREAKING RESULTS, WORKSHOPS AND TUTORIALS, INDUSTRY AND INNOVATION TRACKS, PRACTITIONERS AND DOCTORAL CONSORTIUM, PT II, 2022, 13356 : 510 - 514
  • [7] INTEGRATING AI-BASED SPEECH RECOGNITION TECHNOLOGY TO ENHANCE READING ASSESSMENTS WITHIN MOROCCO'S TaRL PROGRAM
    Bachiri, Younes-Aziz
    Mouncif, Hicham
    Bouikhalene, Belaid
    Hamzaoui, Radoine
    TURKISH ONLINE JOURNAL OF DISTANCE EDUCATION, 2024, 25 (04): : 1 - 16
  • [8] Speech and language impairments in behavioral variant frontotemporal dementia: A systematic review
    Geraudie, Amandine
    Battista, Petronilla
    Garcia, Adolfo M.
    Allen, Isabel E.
    Miller, Zachary A.
    Gorno-Tempini, Maria Luisa
    Montembeault, Maxime
    NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS, 2021, 131 : 1076 - 1095
  • [9] AI-based language tutoring systems with end-to-end automatic speech recognition and proficiency evaluation
    Kang, Byung Ok
    Jeon, Hyung-Bae
    Lee, Yun Kyung
    ETRI JOURNAL, 2024, 46 (01) : 48 - 58
  • [10] AI-based differential diagnosis of dementia etiologies on multimodal data
    Xue, Chonghua
    Kowshik, Sahana S.
    Lteif, Diala
    Puducheri, Shreyas
    Jasodanand, Varuna H.
    Zhou, Olivia T.
    Walia, Anika S.
    Guney, Osman B.
    Zhang, J. Diana
    Pham, Serena T.
    Kaliaev, Artem
    Andreu-Arasa, V. Carlota
    Dwyer, Brigid C.
    Farris, Chad W.
    Hao, Honglin
    Kedar, Sachin
    Mian, Asim Z.
    Murman, Daniel L.
    O'Shea, Sarah A.
    Paul, Aaron B.
    Rohatgi, Saurabh
    Saint-Hilaire, Marie-Helene
    Sartor, Emmett A.
    Setty, Bindu N.
    Small, Juan E.
    Swaminathan, Arun
    Taraschenko, Olga
    Yuan, Jing
    Zhou, Yan
    Zhu, Shuhan
    Karjadi, Cody
    Ang, Ting Fang Alvin
    Bargal, Sarah A.
    Plummer, Bryan A.
    Poston, Kathleen L.
    Ahangaran, Meysam
    Au, Rhoda
    Kolachalama, Vijaya B.
    NATURE MEDICINE, 2024, : 2977 - 2989
12345