Portable electroencephalography in early detection of depression: Progress and future directions

doi:10.5498/wjp.v15.i8.107725

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Aug 19, 2025 (publication date) through Aug 8, 2025

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World Journal of Psychiatry

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2220-3206

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

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World J Psychiatry. Aug 19, 2025; 15(8): 107725
Published online Aug 19, 2025. doi: 10.5498/wjp.v15.i8.107725

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Figure 1 The workflow of portable electroencephalography data acquisition, feature extraction, and machine learning integration. CNN: Convolutional neural network; RNN: Recurrent neural network; LSTM: Long short-term memory; GRU: Gated recurrent unit.

Citation: Wang P, Dai AL, Guo XR, Jiang HT. Portable electroencephalography in early detection of depression: Progress and future directions. World J Psychiatry 2025; 15(8): 107725
URL: https://www.wjgnet.com/2220-3206/full/v15/i8/107725.htm
DOI: https://dx.doi.org/10.5498/wjp.v15.i8.107725