Cargando…

A Shallow Autoencoder Framework for Epileptic Seizure Detection in EEG Signals

This paper presents a trainable hybrid approach involving a shallow autoencoder (AE) and a conventional classifier for epileptic seizure detection. The signal segments of a channel of electroencephalogram (EEG) (EEG epochs) are classified as epileptic and non-epileptic by employing its encoded AE re...

Descripción completa

Detalles Bibliográficos
Autores principales:	Khan, Gul Hameed, Khan, Nadeem Ahmad, Altaf, Muhammad Awais Bin, Abbasi, Qammer
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10144298/ https://www.ncbi.nlm.nih.gov/pubmed/37112452 http://dx.doi.org/10.3390/s23084112

Ejemplares similares

Epileptic seizure detection with deep EEG features by convolutional neural network and shallow classifiers
por: Zeng, Wei, et al.
Publicado: (2023)

Epileptic seizures
por: Anwar, Haleema, et al.
Publicado: (2020)

Deep-EEG: An Optimized and Robust Framework and Method for EEG-Based Diagnosis of Epileptic Seizure
por: Mir, Waseem Ahmad, et al.
Publicado: (2023)

Epileptic Seizure Detection Based on EEG Signals and CNN
por: Zhou, Mengni, et al.
Publicado: (2018)

A deep learning framework for epileptic seizure detection based on neonatal EEG signals
por: Gramacki, Artur, et al.
Publicado: (2022)

Epileptic Disorder Detection of Seizures Using EEG Signals
por: Alharthi, Mariam K., et al.
Publicado: (2022)

Epileptic Seizure Prediction Using CSP and LDA for Scalp EEG Signals
por: Alotaiby, Turky N., et al.
Publicado: (2017)

Epileptic seizure detection using EEG signals and extreme gradient boosting
por: Vanabelle, Paul, et al.
Publicado: (2020)

Evaluation of Feature Selection Methods for Classification of Epileptic Seizure EEG Signals
por: Sánchez-Hernández, Sergio E., et al.
Publicado: (2022)

A Recent Investigation on Detection and Classification of Epileptic Seizure Techniques Using EEG Signal
por: Saminu, Sani, et al.
Publicado: (2021)

EEG-Based Epileptic Seizure Detection via Machine/Deep Learning Approaches: A Systematic Review
por: Ahmad, Ijaz, et al.
Publicado: (2022)

Detection of Epileptic Seizure Event and Onset Using EEG
por: Ahammad, Nabeel, et al.
Publicado: (2014)

Time–frequency texture descriptors of EEG signals for efficient detection of epileptic seizure
por: Şengür, Abdulkadir, et al.
Publicado: (2016)

Epileptic seizure detection from EEG signals using logistic model trees
por: Kabir, Enamul, et al.
Publicado: (2016)

Prediction of Epileptic Seizure by Analysing Time Series EEG Signal Using k-NN Classifier
por: Hasan, Md. Kamrul, et al.
Publicado: (2017)

Intelligent Epileptic Seizure Detection and Classification Model Using Optimal Deep Canonical Sparse Autoencoder
por: Hilal, Anwer Mustafa, et al.
Publicado: (2022)

RNN and BiLSTM Fusion for Accurate Automatic Epileptic Seizure Diagnosis Using EEG Signals
por: Samee, Nagwan Abdel, et al.
Publicado: (2022)

Classification of single-channel EEG signals for epileptic seizures detection based on hybrid features
por: Lu, Yanan, et al.
Publicado: (2018)

Exploring Douglas-Peucker Algorithm in the Detection of Epileptic Seizure from Multicategory EEG Signals
por: Zarei, Roozbeh, et al.
Publicado: (2019)

Epileptic Seizures Detection in EEG Signals Using Fusion Handcrafted and Deep Learning Features
por: Malekzadeh, Anis, et al.
Publicado: (2021)

Detection of epileptic seizures through EEG signals using entropy features and ensemble learning
por: Dastgoshadeh, Mahshid, et al.
Publicado: (2023)

Rapidly Learned Identification of Epileptic Seizures from Sonified EEG
por: Loui, Psyche, et al.
Publicado: (2014)

Ensemble Classifier for Epileptic Seizure Detection for Imperfect EEG Data
por: Abualsaud, Khalid, et al.
Publicado: (2015)

Shallow Sparsely-Connected Autoencoders for Gene Set Projection
por: Gold, Maxwell P., et al.
Publicado: (2019)

A Framework on Performance Analysis of Mathematical Model-Based Classifiers in Detection of Epileptic Seizure from EEG Signals with Efficient Feature Selection
por: Hemachandira, V. S., et al.
Publicado: (2022)

On the Use of Wavelet Domain and Machine Learning for the Analysis of Epileptic Seizure Detection from EEG Signals
por: Kavitha, K. V. N., et al.
Publicado: (2022)

Classification of epileptic seizure using feature selection based on fuzzy membership from EEG signal
por: Lee, Sang-Hong
Publicado: (2021)

Enhanced Feature Extraction-based CNN Approach for Epileptic Seizure Detection from EEG Signals
por: Dhar, Puja, et al.
Publicado: (2022)

Epileptic Seizure Detection Based on Variational Mode Decomposition and Deep Forest Using EEG Signals
por: Liu, Xiang, et al.
Publicado: (2022)

A DM-ELM based classifier for EEG brain signal classification for epileptic seizure detection
por: Mishra, Shruti, et al.
Publicado: (2022)

Detecting Epileptic Seizure from Scalp EEG Using Lyapunov Spectrum
por: Khoa, Truong Quang Dang, et al.
Publicado: (2012)

IPS Interest in the EEG of Patients after a Single Epileptic Seizure
por: Taoufiqi, Fatima Zahra, et al.
Publicado: (2016)

Detection of epileptic seizure based on entropy analysis of short-term EEG
por: Li, Peng, et al.
Publicado: (2018)

A multi-context learning approach for EEG epileptic seizure detection
por: Yuan, Ye, et al.
Publicado: (2018)

Real-time Inference and Detection of Disruptive EEG Networks for Epileptic Seizures
por: Bomela, Walter, et al.
Publicado: (2020)

Altered Functional Connectivity after Epileptic Seizure Revealed by Scalp EEG
por: Liang, Yi, et al.
Publicado: (2020)

A Generative Model to Synthesize EEG Data for Epileptic Seizure Prediction
Publicado: (2021)

Long-Term V-EEG in Epilepsy: Chronological Distribution of Recorded Events Focused on the Differential Diagnosis of Epileptic Seizures and Psychogenic Non-Epileptic Seizures
por: Vázquez-Sánchez, Fernando, et al.
Publicado: (2021)

Detecting Epileptic Seizures in EEG Signals with Complementary Ensemble Empirical Mode Decomposition and Extreme Gradient Boosting
por: Wu, Jiang, et al.
Publicado: (2020)

A One-Dimensional CNN-LSTM Model for Epileptic Seizure Recognition Using EEG Signal Analysis
por: Xu, Gaowei, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_g32iujh2ufkett9hi73upsnrtr