A hybrid SMOTE and Gaussian mixture model based optimized XGBoost framework for bipolar disorder detection
Abstract The identification of bipolar disorder (BD), a severe psychiatric condition characterized by recurrent mood fluctuations, remains challenging due to substantial inter-individual variability, symptom overlap with other mental disorders, and imbalanced clinical data. Delayed or inaccurate dia...
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| Principais autores: | , , , , , , |
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| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
Nature Portfolio
2026-03-01
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| coleção: | Scientific Reports |
| Assuntos: | |
| Acesso em linha: | https://doi.org/10.1038/s41598-026-39104-3 |
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