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Author

A. Eviyanti

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Open access Oct 2026

A Channel-Selected DWT-ANOVA and CNN-BiLSTM Framework for Multiclass Epileptic Seizure Detection from EEG Signals

Multiclass epileptic seizure detection from Electroencephalogram (EEG) signals is difficult because seizure-related patterns are nonstationary, patient-dependent, and distributed across redundant EEG channels. This study develops a detection framework that combines Coefficient of Variation (CV)-based channel selection,...

A. Eviyanti, Ahmad Saikhu, Chastine Fatichah · 0 citations
Open access Aug 2026

Epilepsy Classification Using Support Vector Machine with Frequency Domain Feature Extraction

The results showed that the combination of FFT and SVM is effective for detecting epilepsy using EEG signals, indicating that the combination of FFT and SVM is effective for detecting epilepsy using EEG signals.

H. Hindarto, A. Eviyanti, A. Ahfas et al. · 0 citations
Open access Jun 2026

Comparative Analysis of DWT-Based EEG Feature Extraction Using Machine Learning Models for Epileptic Seizure Detection

Findings underscore the potential of higher-order statistical descriptors, particularly kurtosis, for EEG-based epileptic seizure detection under a controlled benchmark setting and underscore the potential of classical machine learning classifiers to distinguish normal and epileptic EEG signals.

H. Hindarto, Ade Eviyanti, A. Ahfas et al. · 0 citations

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