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For: Siuly S, Khare SK, Bajaj V, Wang H, Zhang Y. A Computerized Method for Automatic Detection of Schizophrenia Using EEG Signals. IEEE Trans Neural Syst Rehabil Eng 2020;28:2390-2400. [PMID: 32897863 DOI: 10.1109/tnsre.2020.3022715] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Number Cited by Other Article(s)
1
Aziz S, Khan MU, Iqtidar K, Fernandez-Rojas R. Diagnosis of Schizophrenia Using EEG Sensor Data: A Novel Approach with Automated Log Energy-Based Empirical Wavelet Reconstruction and Cepstral Features. SENSORS (BASEL, SWITZERLAND) 2024;24:6508. [PMID: 39459990 PMCID: PMC11510732 DOI: 10.3390/s24206508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 09/30/2024] [Accepted: 10/08/2024] [Indexed: 10/28/2024]
2
Al Fahoum A, Zyout A. Wavelet Transform, Reconstructed Phase Space, and Deep Learning Neural Networks for EEG-Based Schizophrenia Detection. Int J Neural Syst 2024;34:2450046. [PMID: 39010724 DOI: 10.1142/s0129065724500461] [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] [Indexed: 07/17/2024]
3
Alazzawı A, Aljumaili S, Duru AD, Uçan ON, Bayat O, Coelho PJ, Pires IM. Schizophrenia diagnosis based on diverse epoch size resting-state EEG using machine learning. PeerJ Comput Sci 2024;10:e2170. [PMID: 39314693 PMCID: PMC11419632 DOI: 10.7717/peerj-cs.2170] [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: 03/04/2024] [Accepted: 06/11/2024] [Indexed: 09/25/2024]
4
Samal P, Hashmi MF. An improved empirical mode decomposition method with ensemble classifiers for analysis of multichannel EEG in BCI emotion recognition. Comput Methods Biomech Biomed Engin 2024:1-24. [PMID: 38920119 DOI: 10.1080/10255842.2024.2369257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 06/12/2024] [Indexed: 06/27/2024]
5
Xu X, Zhu G, Li B, Lin P, Li X, Wang Z. Automated diagnosis of schizophrenia based on spatial-temporal residual graph convolutional network. Biomed Eng Online 2024;23:55. [PMID: 38886737 PMCID: PMC11181588 DOI: 10.1186/s12938-024-01250-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 05/31/2024] [Indexed: 06/20/2024]  Open
6
Jamil M, Aziz MZ, Yu X. Exploring the potential of pretrained CNNs and time-frequency methods for accurate epileptic EEG classification: a comparative study. Biomed Phys Eng Express 2024;10:045023. [PMID: 38599183 DOI: 10.1088/2057-1976/ad3cde] [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: 11/29/2023] [Accepted: 04/10/2024] [Indexed: 04/12/2024]
7
Mostafavi M, Ko SB, Shokouhi SB, Ayatollahi A. Transfer learning and self-distillation for automated detection of schizophrenia using single-channel EEG and scalogram images. Phys Eng Sci Med 2024:10.1007/s13246-024-01420-1. [PMID: 38652347 DOI: 10.1007/s13246-024-01420-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 03/25/2024] [Indexed: 04/25/2024]
8
Li H, Wang C, Ma L, Xu C, Li H. EEG analysis in patients with schizophrenia based on microstate semantic modeling method. Front Hum Neurosci 2024;18:1372985. [PMID: 38638803 PMCID: PMC11024310 DOI: 10.3389/fnhum.2024.1372985] [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: 01/19/2024] [Accepted: 03/19/2024] [Indexed: 04/20/2024]  Open
9
Srinivasan S, Johnson SD. Optimizing feature subset for schizophrenia detection using multichannel EEG signals and rough set theory. Cogn Neurodyn 2024;18:431-446. [PMID: 38699607 PMCID: PMC11061098 DOI: 10.1007/s11571-023-10011-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 06/06/2023] [Accepted: 09/16/2023] [Indexed: 05/05/2024]  Open
10
Raveendran S, Kenchaiah R, Kumar S, Sahoo J, Farsana MK, Chowdary Mundlamuri R, Bansal S, Binu VS, Ramakrishnan AG, Ramakrishnan S, Kala S. Variational mode decomposition-based EEG analysis for the classification of disorders of consciousness. Front Neurosci 2024;18:1340528. [PMID: 38379759 PMCID: PMC10876804 DOI: 10.3389/fnins.2024.1340528] [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: 11/18/2023] [Accepted: 01/22/2024] [Indexed: 02/22/2024]  Open
11
Zhang H, Zhou QQ, Chen H, Hu XQ, Li WG, Bai Y, Han JX, Wang Y, Liang ZH, Chen D, Cong FY, Yan JQ, Li XL. The applied principles of EEG analysis methods in neuroscience and clinical neurology. Mil Med Res 2023;10:67. [PMID: 38115158 PMCID: PMC10729551 DOI: 10.1186/s40779-023-00502-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 11/23/2023] [Indexed: 12/21/2023]  Open
12
Jiang H, Chen P, Sun Z, Liang C, Xue R, Zhao L, Wang Q, Li X, Deng W, Gao Z, Huang F, Huang S, Zhang Y, Li T. Assisting schizophrenia diagnosis using clinical electroencephalography and interpretable graph neural networks: a real-world and cross-site study. Neuropsychopharmacology 2023;48:1920-1930. [PMID: 37491671 PMCID: PMC10584957 DOI: 10.1038/s41386-023-01658-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Revised: 05/24/2023] [Accepted: 07/07/2023] [Indexed: 07/27/2023]
13
Soria Bretones C, Roncero Parra C, Cascón J, Borja AL, Mateo Sotos J. Automatic identification of schizophrenia employing EEG records analyzed with deep learning algorithms. Schizophr Res 2023;261:36-46. [PMID: 37690170 DOI: 10.1016/j.schres.2023.09.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 07/24/2023] [Accepted: 09/04/2023] [Indexed: 09/12/2023]
14
Tasci B, Tasci G, Ayyildiz H, Kamath AP, Barua PD, Tuncer T, Dogan S, Ciaccio EJ, Chakraborty S, Acharya UR. Automated schizophrenia detection model using blood sample scattergram images and local binary pattern. MULTIMEDIA TOOLS AND APPLICATIONS 2023;83:42735-42763. [DOI: 10.1007/s11042-023-16676-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 06/23/2023] [Accepted: 08/27/2023] [Indexed: 10/05/2024]
15
Gosala B, Dindayal Kapgate P, Jain P, Nath Chaurasia R, Gupta M. Wavelet transforms for feature engineering in EEG data processing: An application on Schizophrenia. Biomed Signal Process Control 2023. [DOI: 10.1016/j.bspc.2023.104811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2023]
16
Chen Z, Hu B, Liu X, Becker B, Eickhoff SB, Miao K, Gu X, Tang Y, Dai X, Li C, Leonov A, Xiao Z, Feng Z, Chen J, Chuan-Peng H. Sampling inequalities affect generalization of neuroimaging-based diagnostic classifiers in psychiatry. BMC Med 2023;21:241. [PMID: 37400814 DOI: 10.1186/s12916-023-02941-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 06/13/2023] [Indexed: 07/05/2023]  Open
17
Soria C, Arroyo Y, Torres AM, Redondo MÁ, Basar C, Mateo J. Method for Classifying Schizophrenia Patients Based on Machine Learning. J Clin Med 2023;12:4375. [PMID: 37445410 DOI: 10.3390/jcm12134375] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 06/21/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023]  Open
18
Siuly S, Guo Y, Alcin OF, Li Y, Wen P, Wang H. Exploring deep residual network based features for automatic schizophrenia detection from EEG. Phys Eng Sci Med 2023;46:561-574. [PMID: 36947384 DOI: 10.1007/s13246-023-01225-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 01/16/2023] [Indexed: 03/23/2023]
19
Baygin M, Barua PD, Chakraborty S, Tuncer I, Dogan S, Palmer E, Tuncer T, Kamath AP, Ciaccio EJ, Acharya UR. CCPNet136: automated detection of schizophrenia using carbon chain pattern and iterative TQWT technique with EEG signals. Physiol Meas 2023;44. [PMID: 36599170 DOI: 10.1088/1361-6579/acb03c] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 01/04/2023] [Indexed: 01/05/2023]
20
Khare SK, Bajaj V, Acharya UR. SchizoNET: a robust and accurate Margenau-Hill time-frequency distribution based deep neural network model for schizophrenia detection using EEG signals. Physiol Meas 2023;44. [PMID: 36787641 DOI: 10.1088/1361-6579/acbc06] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Accepted: 02/14/2023] [Indexed: 02/16/2023]
21
Agarwal M, Singhal A. Fusion of pattern-based and statistical features for Schizophrenia detection from EEG signals. Med Eng Phys 2023;112:103949. [PMID: 36842772 DOI: 10.1016/j.medengphy.2023.103949] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 12/01/2022] [Accepted: 01/03/2023] [Indexed: 01/06/2023]
22
Merlo A, Campanini I. Automatic Identification of Involuntary Muscle Activity in Subacute Patients with Upper Motor Neuron Lesion at Rest-A Validation Study. SENSORS (BASEL, SWITZERLAND) 2023;23:866. [PMID: 36679664 PMCID: PMC9866882 DOI: 10.3390/s23020866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 12/28/2022] [Accepted: 01/10/2023] [Indexed: 06/17/2023]
23
Kim D, Woo J, Jeong J, Kim S. The sound stimulation method and EEG change analysis for development of digital therapeutics that can stimulate the nervous system: Cortical activation and drug substitution potential. CNS Neurosci Ther 2023;29:402-411. [PMID: 36377425 PMCID: PMC9804039 DOI: 10.1111/cns.14014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 10/17/2022] [Accepted: 10/18/2022] [Indexed: 11/16/2022]  Open
24
Manic KS, Rajinikanth V, Al-Bimani AS, Taniar D, Kadry S. Framework to Detect Schizophrenia in Brain MRI Slices with Mayfly Algorithm-Selected Deep and Handcrafted Features. SENSORS (BASEL, SWITZERLAND) 2022;23:280. [PMID: 36616876 PMCID: PMC9823879 DOI: 10.3390/s23010280] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Revised: 12/21/2022] [Accepted: 12/24/2022] [Indexed: 06/17/2023]
25
Tawhid MNA, Siuly S, Wang K, Wang H. Textural feature based intelligent approach for neurological abnormality detection from brain signal data. PLoS One 2022;17:e0277555. [PMID: 36374850 PMCID: PMC9662730 DOI: 10.1371/journal.pone.0277555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 10/30/2022] [Indexed: 11/16/2022]  Open
26
Luján MÁ, Sotos JM, Santos JL, Borja AL. Accurate neural network classification model for schizophrenia disease based on electroencephalogram data. INT J MACH LEARN CYB 2022. [DOI: 10.1007/s13042-022-01668-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/06/2022]
27
Parija S, Sahani M, Bisoi R, Dash PK. Autoencoder-based improved deep learning approach for schizophrenic EEG signal classification. Pattern Anal Appl 2022. [DOI: 10.1007/s10044-022-01107-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
28
Siuly S, Li Y, Wen P, Alcin OF. SchizoGoogLeNet: The GoogLeNet-Based Deep Feature Extraction Design for Automatic Detection of Schizophrenia. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022;2022:1992596. [PMID: 36120676 PMCID: PMC9477585 DOI: 10.1155/2022/1992596] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 08/08/2022] [Indexed: 11/17/2022]
29
Lei X, Ji W, Guo J, Wu X, Wang H, Zhu L, Chen L. Research on the Method of Depression Detection by Single-Channel Electroencephalography Sensor. Front Psychol 2022;13:850159. [PMID: 35911025 PMCID: PMC9326502 DOI: 10.3389/fpsyg.2022.850159] [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] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 06/16/2022] [Indexed: 11/13/2022]  Open
30
Prabhakar SK, Rajaguru H, Kim C, Won DO. A Fusion-Based Technique With Hybrid Swarm Algorithm and Deep Learning for Biosignal Classification. Front Hum Neurosci 2022;16:895761. [PMID: 35721347 PMCID: PMC9203681 DOI: 10.3389/fnhum.2022.895761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 05/02/2022] [Indexed: 12/02/2022]  Open
31
A major depressive disorder diagnosis approach based on EEG signals using dictionary learning and functional connectivity features. Phys Eng Sci Med 2022;45:705-719. [DOI: 10.1007/s13246-022-01135-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Accepted: 05/03/2022] [Indexed: 10/18/2022]
32
Aslan Z. An Empirical Mode Decomposition approach for automated diagnosis of migraine. Biomed Signal Process Control 2022. [DOI: 10.1016/j.bspc.2021.103413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
33
Yu X, Aziz MZ, Sadiq MT, Jia K, Fan Z, Xiao G. Computerized Multidomain EEG Classification System: A New Paradigm. IEEE J Biomed Health Inform 2022;26:3626-3637. [PMID: 35157605 DOI: 10.1109/jbhi.2022.3151570] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
34
Empirical mode decomposition and convolutional neural network-based approach for diagnosing psychotic disorders from eeg signals. APPL INTELL 2022. [DOI: 10.1007/s10489-022-03252-6] [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]
35
Chen J, Li H, Ma L, Soong F. DEEMD-SPP: A Novel Framework for Emotion Recognition Based on EEG Signals. Front Psychiatry 2022;13:885120. [PMID: 35573327 PMCID: PMC9091650 DOI: 10.3389/fpsyt.2022.885120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Accepted: 04/01/2022] [Indexed: 11/13/2022]  Open
36
Shoeibi A, Sadeghi D, Moridian P, Ghassemi N, Heras J, Alizadehsani R, Khadem A, Kong Y, Nahavandi S, Zhang YD, Gorriz JM. Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models. Front Neuroinform 2021;15:777977. [PMID: 34899226 PMCID: PMC8657145 DOI: 10.3389/fninf.2021.777977] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Accepted: 10/22/2021] [Indexed: 11/13/2022]  Open
37
Aslan Z, Akin M. A deep learning approach in automated detection of schizophrenia using scalogram images of EEG signals. Phys Eng Sci Med 2021;45:83-96. [PMID: 34822131 DOI: 10.1007/s13246-021-01083-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 11/15/2021] [Indexed: 01/07/2023]
38
Khare SK, Bajaj V. A hybrid decision support system for automatic detection of Schizophrenia using EEG signals. Comput Biol Med 2021;141:105028. [PMID: 34836626 DOI: 10.1016/j.compbiomed.2021.105028] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Revised: 11/09/2021] [Accepted: 11/10/2021] [Indexed: 11/03/2022]
39
Persistent Homology-Based Topological Analysis on the Gestalt Patterns during Human Brain Cognition Process. JOURNAL OF HEALTHCARE ENGINEERING 2021;2021:2334332. [PMID: 34760139 PMCID: PMC8575602 DOI: 10.1155/2021/2334332] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 08/26/2021] [Accepted: 09/17/2021] [Indexed: 11/23/2022]
40
Khare SK, Bajaj V. A self-learned decomposition and classification model for schizophrenia diagnosis. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2021;211:106450. [PMID: 34619600 DOI: 10.1016/j.cmpb.2021.106450] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 09/28/2021] [Indexed: 06/13/2023]
41
Exploiting Feature Selection and Neural Network Techniques for Identification of Focal and Nonfocal EEG Signals in TQWT Domain. JOURNAL OF HEALTHCARE ENGINEERING 2021;2021:6283900. [PMID: 34659691 PMCID: PMC8418932 DOI: 10.1155/2021/6283900] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 07/22/2021] [Accepted: 08/04/2021] [Indexed: 11/17/2022]
42
Janisch J, Mitoyen C, Perinot E, Spezie G, Fusani L, Quigley C. Video Recording and Analysis of Avian Movements and Behavior: Insights from Courtship Case Studies. Integr Comp Biol 2021;61:1378-1393. [PMID: 34037219 PMCID: PMC8516111 DOI: 10.1093/icb/icab095] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]  Open
43
Baygin M, Yaman O, Tuncer T, Dogan S, Barua PD, Acharya UR. Automated accurate schizophrenia detection system using Collatz pattern technique with EEG signals. Biomed Signal Process Control 2021. [DOI: 10.1016/j.bspc.2021.102936] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
44
Alvi AM, Siuly S, Wang H. Neurological abnormality detection from electroencephalography data: a review. Artif Intell Rev 2021. [DOI: 10.1007/s10462-021-10062-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Chang Q, Li C, Tian Q, Bo Q, Zhang J, Xiong Y, Wang C. Classification of First-Episode Schizophrenia, Chronic Schizophrenia and Healthy Control Based on Brain Network of Mismatch Negativity by Graph Neural Network. IEEE Trans Neural Syst Rehabil Eng 2021;29:1784-1794. [PMID: 34406943 DOI: 10.1109/tnsre.2021.3105669] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Akbari H, Ghofrani S, Zakalvand P, Tariq Sadiq M. Schizophrenia recognition based on the phase space dynamic of EEG signals and graphical features. Biomed Signal Process Control 2021. [DOI: 10.1016/j.bspc.2021.102917] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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Baygin M. An accurate automated schizophrenia detection using TQWT and statistical moment based feature extraction. Biomed Signal Process Control 2021. [DOI: 10.1016/j.bspc.2021.102777] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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Classification of normal and depressed EEG signals based on centered correntropy of rhythms in empirical wavelet transform domain. Health Inf Sci Syst 2021;9:9. [PMID: 33604030 DOI: 10.1007/s13755-021-00139-7] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Accepted: 01/13/2021] [Indexed: 02/07/2023]  Open
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Sharma M, Acharya UR. Automated detection of schizophrenia using optimal wavelet-based l 1 norm features extracted from single-channel EEG. Cogn Neurodyn 2021;15:661-674. [PMID: 34367367 DOI: 10.1007/s11571-020-09655-w] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 11/12/2020] [Accepted: 11/27/2020] [Indexed: 10/22/2022]  Open
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Murugappan M, Alshuaib W, Bourisly AK, Khare SK, Sruthi S, Bajaj V. Tunable Q wavelet transform based emotion classification in Parkinson's disease using Electroencephalography. PLoS One 2020;15:e0242014. [PMID: 33211717 PMCID: PMC7676721 DOI: 10.1371/journal.pone.0242014] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Accepted: 10/25/2020] [Indexed: 12/20/2022]  Open
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