@inproceedings{74e5a617ca0344eba8f1724c460b2cb5,
title = "Automated Epileptic Seizure Detection Method Based on the Multi-attribute EEG Feature Pool and mRMR Feature Selection Method",
abstract = "Electroencephalogram (EEG) signals reveal many crucial hidden attributes of the human brain. Classification based on EEG-related features can be used to detect brain-related diseases, especially epilepsy. The quality of EEG-related features is directly related to the performance of automated epileptic seizure detection. Therefore, finding prominent features bears importance in the study of automated epileptic seizure detection. In this paper, a novel method is proposed to automatically detect epileptic seizure. This work proposes a novel time-frequency-domain feature named global volatility index (GVIX) to measure holistic signal fluctuation in wavelet coefficients and original time-series signals. Afterwards, the multi-attribute EEG feature pool is constructed by combining time-frequency-domain features, time-domain features, nonlinear features, and entropy-based features. Minimum redundancy maximum relevance (mRMR) is then introduced to select the most prominent features. Results in this study indicate that this method performs better than others for epileptic seizure detection using an identical dataset, and that our proposed GVIX is a prominent feature in automated epileptic seizure detection.",
keywords = "Epileptic seizure detection, Global volatility index, Medical signal processing, Minimum redundancy maximum relevance",
author = "Bo Miao and Junling Guan and Liangliang Zhang and Qingfang Meng and Yulin Zhang",
year = "2019",
month = jun,
day = "8",
doi = "10.1007/978-3-030-22744-9_4",
language = "English",
isbn = "978-3-030-22743-2",
volume = "11538",
series = "Lecture Notes In Computer Science",
publisher = "Springer Nature",
pages = "45--59",
editor = "Rodrigues, {Jo{\~a}o M.F.} and Cardoso, {Pedro J.S.} and J{\^a}nio Monteiro and Roberto Lam and Krzhizhanovskaya, {Valeria V.} and Lees, {Michael H.} and Sloot, {Peter M.A.} and Dongarra, {Jack J.}",
booktitle = "Computational Science - ICCS 2019",
address = "United States",
note = "19th Annual International Conference on Computational Science (ICCS) ; Conference date: 12-06-2019 Through 14-06-2019",
}