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. 2025 Aug 21;19:1653693. doi: 10.3389/fnins.2025.1653693

Table 4.

The top 10 co-cited references in the field of EEG research related to depression.

Rank Co-cited references Citations Journal Types
1 EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis Delorme A, 2004, J. Neurosci. Methods, V134, P9, DOI: 10.1016/J.JNEUMETH.2003.10.009 103 Journal of Neuroscience Methods Article
2 Classifying depression patients and normal subjects using machine learning techniques and nonlinear features from EEG signal Hosseinifard B, 2013, Comput. Methods Programs Biomed., V109, P339, DOI: 10.1016/J.CMPB.2012.10.008 92 Computer Methods and Programs In Biomedicine Article
3 Automated EEG-based screening of depression using deep convolutional neural network Acharya UR, 2018, Comput. Methods Programs Biomed, V161, P103, DOI: 10.1016/J.CMPB.2018.04.012 77 Computer Methods and Programs in Biomedicine Article
4 EEG power, frequency, asymmetry and coherence in male depression Knott V, 2001, Psychiatry Res., V106, P123, DOI: 10.1016/S0925-4927(00)00080-9 76 Psychiatry Research-Neuroimaging Article
5 Left frontal hypoactivation in depression Henriques JB, 1991, J. Abnorm. Psychol., V100, P535, DOI: 10.1037/0021-843X.100.4.535 72 Journal of Abnormal Psychology Article
6 A rating scale for depression Hamilton M, 1960, J. Neurol. Neurosurg. Psychiatry, V23, P56, DOI: 10.1136/JNNP.23.1.56 70 Journal of Neurology Neurosurgery and Psychiatry Article
7 Depression biomarkers using non-invasive EEG: a review Neto FSD, 2019, Neurosci. Biobehav. Rev., V105, P83, DOI: 10.1016/J.NEUBIOREV.2019.07.021 67 Neuroscience and Biobehavioral Reviews Review
8 EEG biomarkers in major depressive disorder: discriminative power and prediction of treatment response Olbrich S, 2013, Int. Rev. Psychiatry, V25, P604, DOI: 10.3109/09540261.2013.816269 67 International Review of Psychiatry Article
9 A novel depression diagnosis index using nonlinear features in EEG signals Acharya UR, 2015, Eur. Neurol., V74, P79, DOI: 10.1159/000438457 56 European Neurology Article
10 A pervasive approach to EEG-based depression detection Cai HS, 2018, Complexity, V0, P0, DOI: 10.1155/2018/5238028 55 Complexity Article