Enhancing differentiation between unipolar and bipolar depression through integration of machine learning and electroencephalogram analysis
Authors:
Open Access
- 10 June 2025
- journal article
- Published by Elsevier in Journal of Affective Disorders
- Vol. 389, 119599
Abstract
No abstract availableKeywords
Funding Information
- Ministry of Science and Technology of the People's Republic of China (2021ZD0200600)
- Capital Medical University (3500-12020137)
- Beijing Science and Technology Planning Project (Z221100002722010)
- National Natural Science Foundation of China (82201701)
- Beijing Nova Program (20230484390)
- Beijing Municipal Science and Technology Commission, Adminitrative Commission of Zhongguancun Science Park
- Beijing Municipal Health Commission (CFH2024-2-1174)
- Innovative Research Group Project of the National Natural Science Foundation of China
This publication has 46 references indexed in Scilit:
- Global prevalence of major depressive disorder, generalized anxiety, stress, and depression among infertile women: a systematic review and meta-analysisArchives of Gynecology and Obstetrics, 2024
- Dropout vs. batch normalization: an empirical study of their impact to deep learningMultimedia Tools and Applications, 2020
- Development and evaluation of a multimodal marker of major depressive disorderHuman Brain Mapping, 2018
- A machine learning framework involving EEG-based functional connectivity to diagnose major depressive disorder (MDD)Medical & Biological Engineering & Computing, 2017
- Alpha Wavelet Power as a Biomarker of Antidepressant Treatment Response in Bipolar Depression2017
- Estimation of prediction error by using K-fold cross-validationStatistics and Computing, 2009
- Altered Emotional Interference Processing in Affective and Cognitive-Control Brain Circuitry in Major DepressionBiological Psychiatry, 2008
- Resting-State Functional Connectivity in Major Depression: Abnormally Increased Contributions from Subgenual Cingulate Cortex and ThalamusBiological Psychiatry, 2007
- Increased Amygdala and Decreased Dorsolateral Prefrontal BOLD Responses in Unipolar Depression: Related and Independent FeaturesBiological Psychiatry, 2007
- Human EEG gamma oscillations in neuropsychiatric disordersClinical Neurophysiology, 2005