REAL: Robust EEG Analysis and Labeling for Chronic Migraine Patients Amidst Label Noises

These findings highlight REAL's potential to mitigate label noise, advancing EEG-based migraine research and aiding the development of reliable diagnostic tools for clinical practice. By improving data integrity and capturing subtle neural signatures, the effects of noisy labels are mitigated by REAL, thereby supporting accurate migraine detection.

Authors

Institutions

Publication Details

Journal
IEEE Transactions on Biomedical Engineering
Published
2025-09-23
DOI
https://doi.org/10.1109/tbme.2025.3613393
Primary Topic
EEG and Brain-Computer Interfaces
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

REAL: Robust EEG Analysis and Labeling for Chronic Migraine Patients Amidst Label Noises

Kong-Yi Chang, Kuan‐Lin Lai, Lin-Fan Gong, Chun‐Hsiang Chuang
IEEE Transactions on Biomedical Engineering
EEG and Brain-Computer Interfaces
article

REAL: Robust EEG Analysis and Labeling for Chronic Migraine Patients Amidst Label Noises

Kong-Yi Chang, Kuan‐Lin Lai, Lin-Fan Gong, Chun‐Hsiang Chuang
article en

Abstract

These findings highlight REAL's potential to mitigate label noise, advancing EEG-based migraine research and aiding the development of reliable diagnostic tools for clinical practice. By improving data integrity and capturing subtle neural signatures, the effects of noisy labels are mitigated by REAL, thereby supporting accurate migraine detection.

IEEE Transactions on Biomedical EngineeringVol. 73(4)
National Tsing Hua University (TW), Taipei Veterans General Hospital (TW)
Openalex Percentile: Top 74%
EEG and Brain-Computer Interfaces
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.