Research Paper#EEG Analysis, Machine Learning, Neurological Disorders🔬 ResearchAnalyzed: Jan 3, 2026 19:47
Multi-Disorder EEG Classification Benchmarks
Published:Dec 27, 2025 17:11
•1 min read
•ArXiv
Analysis
This paper addresses the critical need for automated EEG analysis across multiple neurological disorders, moving beyond isolated diagnostic problems. It establishes realistic performance baselines and demonstrates the effectiveness of sensitivity-prioritized machine learning for scalable EEG screening and triage. The focus on clinically relevant disorders and the use of a large, heterogeneous dataset are significant strengths.
Key Takeaways
Reference
“Sensitivity-oriented modeling achieves recall exceeding 80% for the majority of disorder categories.”