International Journal For Multidisciplinary Research

E-ISSN: 2582-2160     Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Call for Paper Volume 8, Issue 2 (March-April 2026) Submit your research before last 3 days of April to publish your research paper in the issue of March-April.

Multi-Feature Nonlinear EEG Analysis forEpileptic Seizure Prediction Using EnsembleMachine Learning

Author(s) Dr. Reeda Kunhimangalam, Dr. Sujith O K, Ms. Sarangi Sujith
Country India
Abstract The brain generates continuous electrical activity recordable via scalp EEG, and in epilepsy this activity undergoes measurable complexity changes in the minutes before seizure onset that can be quantified using nonlinear dynamical measures to enable automated pre-ictal prediction.
Keywords Epilepsy, EEG, Seizure Prediction, Sample Entropy, Correlation Dimension, XGBoost, BiLSTM, SHAP, Nonlinear Analysis
Field Engineering
Published In Volume 8, Issue 2, March-April 2026
Published On 2026-03-17
DOI https://doi.org/10.36948/ijfmr.2026.v08i02.71777

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