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For: Fan M, Yang AC, Fuh JL, Chou CA. Topological Pattern Recognition of Severe Alzheimer's Disease via Regularized Supervised Learning of EEG Complexity. Front Neurosci 2018;12:685. [PMID: 30337850 PMCID: PMC6180281 DOI: 10.3389/fnins.2018.00685] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Accepted: 09/12/2018] [Indexed: 12/05/2022]  Open
Number Cited by Other Article(s)
1
Abadal S, Galván P, Mármol A, Mammone N, Ieracitano C, Lo Giudice M, Salvini A, Morabito FC. Graph neural networks for electroencephalogram analysis: Alzheimer's disease and epilepsy use cases. Neural Netw 2025;181:106792. [PMID: 39471577 DOI: 10.1016/j.neunet.2024.106792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 07/21/2024] [Accepted: 10/07/2024] [Indexed: 11/01/2024]
2
Simfukwe C, An SSA, Youn YC. Contribution of Scalp Regions to Machine Learning-Based Classification of Dementia Utilizing Resting-State qEEG Signals. Neuropsychiatr Dis Treat 2024;20:2375-2389. [PMID: 39659516 PMCID: PMC11630699 DOI: 10.2147/ndt.s486452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Accepted: 11/29/2024] [Indexed: 12/12/2024]  Open
3
Simmatis LER, Russo EE, Altug Y, Murugathas V, Janevski J, Oh D, Chiu Q, Harmsen IE, Samuel N. Towards discovery and implementation of neurophysiologic biomarkers of Alzheimer's disease using entropy methods. Neuroscience 2024;558:105-113. [PMID: 39163898 DOI: 10.1016/j.neuroscience.2024.08.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2024] [Revised: 07/23/2024] [Accepted: 08/11/2024] [Indexed: 08/22/2024]
4
Kachare P, Puri D, Sangle SB, Al-Shourbaji I, Jabbari A, Kirner R, Alameen A, Migdady H, Abualigah L. LCADNet: a novel light CNN architecture for EEG-based Alzheimer disease detection. Phys Eng Sci Med 2024;47:1037-1050. [PMID: 38862778 DOI: 10.1007/s13246-024-01425-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Accepted: 04/10/2024] [Indexed: 06/13/2024]
5
Zúñiga MA, Acero-GonzÁlez Á, Restrepo-Castro JC, Uribe-Laverde MÁ, Botero-Rosas DA, Ferreras BI, Molina-Borda MC, Villa-Reyes MP. Is EEG Entropy a Useful Measure for Alzheimer's Disease? ACTAS ESPANOLAS DE PSIQUIATRIA 2024;52:347-364. [PMID: 38863047 PMCID: PMC11194159 DOI: 10.62641/aep.v52i3.1632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2024]
6
Hu L, Cheng X, Wen C, Ren Y. Medical prediction from missing data with max-minus negative regularized dropout. Front Neurosci 2023;17:1221970. [PMID: 37521692 PMCID: PMC10373302 DOI: 10.3389/fnins.2023.1221970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Accepted: 06/23/2023] [Indexed: 08/01/2023]  Open
7
Simfukwe C, Youn YC, Kim MJ, Paik J, Han SH. CNN for a Regression Machine Learning Algorithm for Predicting Cognitive Impairment Using qEEG. Neuropsychiatr Dis Treat 2023;19:851-863. [PMID: 37077704 PMCID: PMC10106803 DOI: 10.2147/ndt.s404528] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 04/05/2023] [Indexed: 04/21/2023]  Open
8
Lau ZJ, Pham T, Chen SHA, Makowski D. Brain entropy, fractal dimensions and predictability: A review of complexity measures for EEG in healthy and neuropsychiatric populations. Eur J Neurosci 2022;56:5047-5069. [PMID: 35985344 PMCID: PMC9826422 DOI: 10.1111/ejn.15800] [Citation(s) in RCA: 40] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 07/20/2022] [Accepted: 08/10/2022] [Indexed: 01/11/2023]
9
Ajali-Hernández N, M. Travieso-González C. Analysis of Brain Computer Interface Using Deep and Machine Learning. ARTIF INTELL 2022. [DOI: 10.5772/intechopen.106964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
10
Li X, Liu Y, Kang J, Sun Y, Xu Y, Yuan Y, Han Y, Xie P. Identifying Amnestic Mild Cognitive Impairment With Convolutional Neural Network Adapted to the Spectral Entropy Heat Map of the Electroencephalogram. Front Hum Neurosci 2022;16:924222. [PMID: 35874151 PMCID: PMC9298556 DOI: 10.3389/fnhum.2022.924222] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 06/20/2022] [Indexed: 11/13/2022]  Open
11
Drage R, Escudero J, Parra MA, Scally B, Anghinah R, De Araujo AVL, Basile LF, Abasolo D. A novel deep learning approach using AlexNet for the classification of electroencephalograms in Alzheimer's Disease and Mild Cognitive Impairment. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2022;2022:3175-3178. [PMID: 36085668 DOI: 10.1109/embc48229.2022.9871497] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
12
Shan X, Cao J, Huo S, Chen L, Sarrigiannis PG, Zhao Y. Spatial-temporal graph convolutional network for Alzheimer classification based on brain functional connectivity imaging of electroencephalogram. Hum Brain Mapp 2022;43:5194-5209. [PMID: 35751844 PMCID: PMC9812255 DOI: 10.1002/hbm.25994] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 05/19/2022] [Accepted: 06/08/2022] [Indexed: 01/15/2023]  Open
13
Li X, Yang C, An Z, Wang X, Su R, Kang J. Localization and diagnosis of abnormal channels in children with ASD based on WMSSE and ASI. J Neurosci Methods 2022;375:109595. [DOI: 10.1016/j.jneumeth.2022.109595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 03/14/2022] [Accepted: 04/08/2022] [Indexed: 11/30/2022]
14
Gu H, Chou CA. Optimizing non-uniform multivariate embedding for multiscale entropy analysis of complex systems. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2021.103206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
15
Ouchani M, Gharibzadeh S, Jamshidi M, Amini M. A Review of Methods of Diagnosis and Complexity Analysis of Alzheimer's Disease Using EEG Signals. BIOMED RESEARCH INTERNATIONAL 2021;2021:5425569. [PMID: 34746303 PMCID: PMC8566072 DOI: 10.1155/2021/5425569] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Revised: 06/20/2021] [Accepted: 10/18/2021] [Indexed: 01/27/2023]
16
Lyu J, Wei Y, Li H, Dong J, Zhang X. The effect of three-circle post standing (Zhanzhuang) qigong on the physical and psychological well-being of college students: A randomized controlled trial. Medicine (Baltimore) 2021;100:e26368. [PMID: 34128894 PMCID: PMC8213330 DOI: 10.1097/md.0000000000026368] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 06/01/2021] [Indexed: 01/04/2023]  Open
17
Huggins CJ, Escudero J, Parra MA, Scally B, Anghinah R, Vitória Lacerda De Araújo A, Basile LF, Abasolo D. Deep learning of resting-state electroencephalogram signals for three-class classification of Alzheimer's disease, mild cognitive impairment and healthy ageing. J Neural Eng 2021;18. [PMID: 34044374 DOI: 10.1088/1741-2552/ac05d8] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 05/27/2021] [Indexed: 11/12/2022]
18
Perez-Valero E, Lopez-Gordo MA, Morillas C, Pelayo F, Vaquero-Blasco MA. A Review of Automated Techniques for Assisting the Early Detection of Alzheimer's Disease with a Focus on EEG. J Alzheimers Dis 2021;80:1363-1376. [PMID: 33682717 DOI: 10.3233/jad-201455] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
19
Cavedoni S, Chirico A, Pedroli E, Cipresso P, Riva G. Digital Biomarkers for the Early Detection of Mild Cognitive Impairment: Artificial Intelligence Meets Virtual Reality. Front Hum Neurosci 2020;14:245. [PMID: 32848660 PMCID: PMC7396670 DOI: 10.3389/fnhum.2020.00245] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 06/02/2020] [Indexed: 01/16/2023]  Open
20
Sun J, Wang B, Niu Y, Tan Y, Fan C, Zhang N, Xue J, Wei J, Xiang J. Complexity Analysis of EEG, MEG, and fMRI in Mild Cognitive Impairment and Alzheimer's Disease: A Review. ENTROPY (BASEL, SWITZERLAND) 2020;22:E239. [PMID: 33286013 PMCID: PMC7516672 DOI: 10.3390/e22020239] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 02/15/2020] [Accepted: 02/17/2020] [Indexed: 12/14/2022]
21
Discrimination of Severity of Alzheimer’s Disease with Multiscale Entropy Analysis of EEG Dynamics. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10041244] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
22
Graham SA, Lee EE, Jeste DV, Van Patten R, Twamley EW, Nebeker C, Yamada Y, Kim HC, Depp CA. Artificial intelligence approaches to predicting and detecting cognitive decline in older adults: A conceptual review. Psychiatry Res 2020;284:112732. [PMID: 31978628 PMCID: PMC7081667 DOI: 10.1016/j.psychres.2019.112732] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 12/04/2019] [Accepted: 12/07/2019] [Indexed: 12/13/2022]
23
Maturana-Candelas A, Gómez C, Poza J, Pinto N, Hornero R. EEG Characterization of the Alzheimer's Disease Continuum by Means of Multiscale Entropies. ENTROPY 2019;21:e21060544. [PMID: 33267258 PMCID: PMC7515033 DOI: 10.3390/e21060544] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Revised: 05/24/2019] [Accepted: 05/24/2019] [Indexed: 01/31/2023]
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