Epileptic Seizure Classification Based on Random Neural Networks Using Discrete Wavelet Transform for Electroencephalogram Signal Decomposition

Epileptic Seizure Classification Based on Random Neural Networks Using Discrete Wavelet Transform for Electroencephalogram Signal Decomposition

An epileptic seizure is a brief episode of symptoms and signs caused by excessive electrical activity in the brain. One of the major chronic neurological diseases, epilepsy, affects millions of individuals worldwide. Effective detection of seizure events is critical in the diagnosis and treatment of...

Full description

Bibliographic Details
Main Authors:	Syed Yaseen Shah, Hadi Larijani, Ryan M. Gibson, Dimitrios Liarokapis
Format:	Article
Language:	English
Published:	MDPI AG 2024-01-01
Series:	Applied Sciences
Subjects:	random neural network artificial neural network epilepsy discrete wavelet transform
Online Access:	https://www.mdpi.com/2076-3417/14/2/599

Similar Items

Random Neural Network Based Epileptic Seizure Episode Detection Exploiting Electroencephalogram Signals
by: Syed Yaseen Shah, et al.
Published: (2022-03-01)

Robust watermarking algorithm for digital images using discrete wavelet and probabilistic neural network
by: Yahya AL-Nabhani, et al.
Published: (2015-10-01)

Multibiometric Identification System based on SVD and Wavelet Decomposition
by: M.N. Abdullah, et al.
Published: (2017-01-01)

Epileptic seizure prediction based on multiresolution convolutional neural networks
by: Ali K. Ibrahim, et al.
Published: (2023-05-01)

The Best Artificial Neural Network Parameters for Electroencephalogram Classification Based on Discrete Wavelet Transform
by: Mousa Kadhim Wali
Published: (2019-12-01)

Review of Application of Neural Networks in Epileptic Seizure Prediction
by: HUANG Honghong, ZHANG Feng, LYU Liangfu, SI Xiaopeng
Published: (2023-11-01)

Graph Eigen Decomposition-Based Feature-Selection Method for Epileptic Seizure Detection Using Electroencephalography
by: Md. Khademul Islam Molla, et al.
Published: (2020-08-01)

A Novel Intelligent Method for the State of Charge Estimation of Lithium-Ion Batteries Using a Discrete Wavelet Transform-Based Wavelet Neural Network
by: Deyu Cui, et al.
Published: (2018-04-01)

DIAGNOSIS OF INDUCTION MOTOR BEARING DEFECT USING DISCRETE WAVELET TRANSFORM AND ARTIFICIAL NEURAL NETWORK
by: Gigih Priyandoko, et al.
Published: (2020-11-01)

System Identification of a Nonlinear Multivariable Steam Generator Power Plant Using Time Delay and Wavelet Neural Networks
by: Laila Khalilzadeh Ganjali-khani, et al.
Published: (2013-01-01)

Enhanced Detection of Epileptic Seizure Using EEG Signals in Combination With Machine Learning Classifiers
by: Wail Mardini, et al.
Published: (2020-01-01)

Differentiating Epileptic and Psychogenic Non-Epileptic Seizures Using Machine Learning Analysis of EEG Plot Images
by: Steven Fussner, et al.
Published: (2024-04-01)

Photovoltaic system faults diagnosis using discrete wavelet transform based artificial neural networks
by: A. A. Bengharbi, et al.
Published: (2022-11-01)

Employing convolutional neural networks and explainable artificial intelligence for the detection of seizures from electroencephalogram signal
by: Tamilarasi Kathirvel Murugan, et al.
Published: (2024-12-01)

An Integrated Index for the Identification of Focal Electroencephalogram Signals Using Discrete Wavelet Transform and Entropy Measures
by: Rajeev Sharma, et al.
Published: (2015-07-01)

Forecasts for the Canadian Lynx time series using method that bombine neural networks, wavelet shrinkage and decomposition
by: Levi Lopes Teixeira, et al.
Published: (2015-12-01)

An Attention-Based Wavelet Convolution Neural Network for Epilepsy EEG Classification
by: Qi Xin, et al.
Published: (2022-01-01)

COMPARISON OF DİSCRETE WAVELET TRANSFORM AND COMPLEX WAVELET TRANSFORM IN HYBRID SKELETONIZATION BASED ON CVANN
by: Murat CEYLAN, et al.
Published: (2013-01-01)

Temperature based generalized wavelet-neural network models to estimate evapotranspiration in India
by: Sirisha Adamala
Published: (2018-03-01)

DCFNet: Infrared and Visible Image Fusion Network Based on Discrete Wavelet Transform and Convolutional Neural Network
by: Dan Wu, et al.
Published: (2024-06-01)

An Innovative Wavelet Neural-network Algorithm For Recovering Damaged Blocks In High-resolution Digital Images
by: Alaa K. Al-azzawi
Published: (2022-05-01)

Assessment of the Performance of Various Wavelet Transforms in Combined Wavelet-neural Network Modeling for Monthly River Flow Prediction (Case Study: Kardeh Watershed)
by: A. Kazemi Choolanak, et al.
Published: (2024-05-01)

Fusion of ESRGAN, Adaptive NSCT, and Multi-Attention CNN With Wavelet Transform for Histopathological Image Classification
by: Sufiyan Bashir Mukadam, et al.
Published: (2024-01-01)

Wavelet Neural Network Model for Yield Spread Forecasting
by: Firdous Ahmad Shah, et al.
Published: (2017-11-01)

Fingerprint Recognition Using Discrete Wavelet Transform And Neural Network For Estimation Rotation Region
by: Ekbal H. Ali, et al.
Published: (2014-05-01)

NEW METHOD FOR HAND GESTURE RECOGNITION USING WAVELET NEURAL NETWORK
by: Jabbar Raheem Rashed, et al.
Published: (2017-01-01)

A medium‐weight deep convolutional neural network‐based approach for onset epileptic seizures classification in EEG signals
by: Nazanin Nemati, et al.
Published: (2022-11-01)

Discriminant analysis between myocardial infarction patients and healthy subjects using wavelet transformed signal averaged electrocardiogram and probabilistic neural network
by: Ahmad Keshtkar, et al.
Published: (2013-01-01)

Epileptic seizure prediction via multidimensional transformer and recurrent neural network fusion
by: Rong Zhu, et al.
Published: (2024-10-01)

Automated classification of epileptic seizures using modified one-dimensional convolution neural network based on empirical mode decomposition with high accuracy
by: Ibtihal Hassan Elshekhidris, et al.
Published: (2025-06-01)

Tea Category Identification Using Wavelet Signal Reconstruction of Hyperspectral Imagery and Machine Learning
by: Qiang Cui, et al.
Published: (2022-07-01)

Permutation Entropy-Based Interpretability of Convolutional Neural Network Models for Interictal EEG Discrimination of Subjects with Epileptic Seizures vs. Psychogenic Non-Epileptic Seizures
by: Michele Lo Giudice, et al.
Published: (2022-01-01)

Revised Tunable Q-Factor Wavelet Transform for EEG-Based Epileptic Seizure Detection
by: Zhen Liu, et al.
Published: (2023-01-01)

EEG Signal Analysis for Diagnosing Neurological Disorders Using Discrete Wavelet Transform and Intelligent Techniques
by: Fahd A. Alturki, et al.
Published: (2020-04-01)

Carotid Sound Signal Artifact Detection based on Discrete Wavelet Transform Decomposition
by: Fuentealba Patricio, et al.
Published: (2021-10-01)

Foundations of wavelet networks and applications /
by: 380652 Lyengar, S.Sitharama, et al.
Published: (2002)

Recognition of Consumer Preferences from EEG Signals Using Discrete Wavelet Transformation, Lempel-Ziv Complexity, and Deep Neural Network
by: Seyyed Abed Hosseini Hosseini
Published: (2022-08-01)

Epileptic Seizure Detection Based on EEG Signals and CNN
by: Mengni Zhou, et al.
Published: (2018-12-01)

Brain Epileptic Seizure Detection Using Joint CNN and Exhaustive Feature Selection With RNN-BLSTM Classifier
by: Chintalpudi S. L. Prasanna, et al.
Published: (2023-01-01)

Comparing EEG-Based Epilepsy Diagnosis Using Neural Networks and Wavelet Transform
by: Mohammad Reza Yousefi, et al.
Published: (2023-09-01)