Automatic seizure detection by convolutional neural networks with computational complexity analysis

D Cimr, H Fujita, H Tomaskova, R Cimler… - Computer Methods and …, 2023 - Elsevier
… high accuracy and low computational complexity without loss of the model … seizure detection.
We designed a CAD system approach for seizure detection that optimizes the complexity of …

[PDF][PDF] Combination of EEG complexity and spectral analysis for epilepsy diagnosis and seizure detection

SF Liang, HC Wang, WL Chang - EURASIP journal on advances in signal …, 2010 - Springer
… This paper describes a systematic evaluation of current approaches to seizure detection in …
epilepsy detection method. The combination of complexity analysis and spectrum analysis on …

Bio-signal complexity analysis in epileptic seizure monitoring: A topic review

Z Mei, X Zhao, H Chen, W Chen - Sensors, 2018 - mdpi.com
… Despite the promising results about epileptic seizure detection and prediction through offline
analysis, we are still lacking robust, tried-and-true real-time applications. Multidisciplinary …

A novel EEG-complexity-based feature and its application on the epileptic seizure detection

SL Zhang, B Zhang, YL Su, JL Song - International Journal of Machine …, 2019 - Springer
… a novel complexity analysiscomplexity from the perspective of new information emergence.
Followed this definition, the FPE-complexity degree is proposed to measure such complexity

A study on signal complexity measurement for epileptic seizure detection

I Wijayanto, R Hartanto, HA Nugroho… - 2019 IEEE 9th …, 2019 - ieeexplore.ieee.org
… This paper discusses a brief study on signal complexity measurement in the EEG signal in
the term of epileptic seizure detection. Complexity measurement based on statistic, entropy, …

Automated Epileptic Seizure Detection in Scalp EEG Based on Spatial‐Temporal Complexity

X Zhu, H Xu, J Zhao, J Tian - Complexity, 2017 - Wiley Online Library
… characteristics of EEG with seizure, we firstly compare the complexity of seizure EEG and
seizure-free EEG. As different patients in this dataset may have different seizure types, only the …

Robust and low complexity algorithms for seizure detection

M Bandarabadi, CA Teixeira, TI Netoff… - 2014 36th Annual …, 2014 - ieeexplore.ieee.org
… We have recently developed a seizure detection method using sub-band mean phase
coherence (sub-band MPC) [16]. The raw iEEG data of two adjacent electrodes was first band-…

EEG analysis via multiscale Lempel-Ziv complexity for seizure detection

NS Artan - 2016 38th Annual International Conference of the …, 2016 - ieeexplore.ieee.org
… MLZC successfully showed high and low complexity, respectively. Later, Kalev … seizure
detection performance of MLZC with respect to LZC. This study is a first look at seizure detection

Epileptic Seizure Detection Based on Complexity Feature of EEG

K Ahammed, MU Ahmed - Journal of Biomedical Analytics, 2020 - jbiomedanalytics.org
… of complexity can be used to identify neurological disorders. In this study, a non-linear epileptic
seizure detection … ) has been employed to characterize the complexity of EEG signals. For …

Optimal features for online seizure detection

L Logesparan, AJ Casson… - Medical & biological …, 2012 - Springer
… of both detection performance and computational complexity, when used for seizure detection
in … considering scalp EEG seizure detection published between 2000 and 2010. A simple …