The classification of EEG-based winking signals: A transfer learning and random forest pipeline

QR Code

The classification of EEG-based winking signals: A transfer learning and random forest pipeline

Brain Computer-Interface (BCI) technology plays a considerable role in the control of rehabilitation or peripheral devices for stroke patients. This is particularly due to their inability to control such devices from their inherent physical limitations after such an attack. More often than not, the...

Full description

Bibliographic Details
Published in:	PeerJ
Main Author:	Mahendra Kumar J.L.; Rashid M.; Musa R.M.; Mohd Razman M.A.; Sulaiman N.; Jailani R.; Abdul Majeed A.P.P.
Format:	Article
Language:	English
Published:	PeerJ Inc. 2021
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85103468317&doi=10.7717%2fpeerj.11182&partnerID=40&md5=d617f7b6d148581e5bb4c0b170791da8

Similar Items

Dysphoria detection using EEG signals
by: Kamaruddin N.; Nasir M.H.M.; Wahab A.
Published: (2019)

Classification of frontal EEG signals of normal subjects to differentiate gender by using Artificial Neural Network
by: Ghani S.A.; Zaini N.; Norhazman H.; Yassin I.M.; Sani M.M.
Published: (2017)

Classification of EEG signals using support vector machine to distinguish different hand motor movements
by: Hamzah N.; Abidin N.Z.; Salehuddin M.; Zaini N.; Sani M.
Published: (2017)

Reply to Letter to the Editor: Wink Glass, Incomplete Blink and Computer Vision Syndrome
by: Mohidin N.; Ang C.; Kah Meng C.
Published: (2016)

Signal-to-noise ratio study on pipelined fast fourier transform processor
by: Hassan S.L.M.; Sulaiman N.; Shariffudin S.S.; Yaakub T.N.T.
Published: (2018)

Spectral analysis of EEG signals generated from imagined writing
by: Ismail K.A.; Mansor W.; Khuan L.Y.; Wan Fadzal C.W.N.F.C.
Published: (2012)

Frequency analysis of EEG signal generated from dyslexic children
by: Fadzal C.W.N.F.C.W.; Mansor W.; Lee K.Y.; Mohamad S.; Amirin S.
Published: (2012)

Mu Rhythm EEG Signals Analysis during Fingers Movements in Mirror Therapy
by: Mansor W.; Jaafar N.; Morawakage D.P.; Kamaru Zaman F.H.; Che Daud A.Z.; Ahmad Roslan N.F.; Hassan Z.
Published: (2022)

Convolution Neural Network Performance in Recognising EEG Signals of Dyslexic Children
by: Mansor W.; Ahmad Zainuddin A.Z.; Mohd Hanafi M.F.
Published: (2022)

EEG Signals Identification Using Neural Network Due To Radiofrequency Exposure
by: Isa R.M.; Nasir Taib M.; Mohd Aris S.A.
Published: (2023)

DBRF: Random Forest Optimization Algorithm Based on DBSCAN
by: Zhuo, et al.
Published: (2024)

Analysis of the influence of memory content of auditory stimuli on the memory content of EEG signal
by: Namazi H.; Khosrowabadi R.; Hussaini J.; Habibi S.; Farid A.A.; Kulish V.V.
Published: (2016)

Welch power spectral density of EEG signal generated from dyslexic children
by: Che Wan Fadzal C.W.N.F.; Mansor W.; Khuan L.Y.; Mohamad N.B.; Mahmoodin Z.; Mohamad S.; Amirin S.
Published: (2014)

Comparison between characteristics of eeg signal generated from dyslexic and normal children
by: Che Wan Fadzal C.W.N.F.; Mansor W.; Lee Y.K.; Mohamad S.; Mohamad N.; Amirin S.
Published: (2012)

Recognition of EEG signals of dyslexic children using long short-term memory
by: Hanafi M.F.M.; Mansor W.; Zainuddin A.Z.A.
Published: (2023)

Spectral Analysis of EEG Signals of Imagined Hand Twisting for Post-stroke Rehabilitation
by: Azmi I.N.; Mansor W.; Ahmad N.F.
Published: (2021)

Advancements in Metaverse Security: Phishing Website Detection Through Optimal Feature Selection and Random Forest Classifier
by: Kumar A.V.S.; Sivakumar P.; Chaturvedi A.; Musirin I.B.; Giridhar Akula V.S.; Suganya R.V.; Vanishree G.; Pillai R.H.; Jagadamba G.; Kaur G.; Srinivasulu A.; Dulhare U.N.
Published: (2024)

Solar Power Production Forecasting Model Using Random Forest Algorithm
by: Azman M.A.; Jantan H.; Bahrin U.F.M.; Kadir E.A.
Published: (2024)

Summative EEG alpha classification relates learning style and openness
by: Abdul Rashid N.B.; Taib M.N.B.; Hj. Murat Z.B.; S. Abd. Kadir R.S.B.; Lias S.B.; Sulaiman N.B.
Published: (2014)

Analysis of Indonesian sentiment text based on affective space model (ASM) using electroencephalogram (EEG) signals
by: Hulliyah K.; Wahab A.; Kamaruddin N.; Erdogan S.; Durachman Y.
Published: (2017)

Smooth support vector machine based on polynomial function for depression detection using electroencephalogram (EEG) signal
by: Nikmah A.; Purnami S.W.; Andari S.; Maramis M.M.; Islamiyah W.R.; Zain J.M.
Published: (2024)

Appraisal of EEG Beta summative power towards Learning Style classification
by: Bin Abdul Rashid N.; Bin Taib M.N.; Murat Z.B.H.; Kadir R.S.B.S.A.; Bin Lias S.; Bin Sulaiman N.
Published: (2015)

EEG classification analysis for diagnosing autism spectrum disorder based on emotions
by: Harun N.F.; Hamzah N.; Zaini N.; Sani M.M.; Norhazman H.; Yassin I.M.
Published: (2018)

Learners' Learning Style classification related to IQ and Stress based on EEG
by: Rashid N.A.; Nasir T.M.; Lias S.; Sulaiman N.; Murat Z.Hj.; Abdul Kadir R.S.S.
Published: (2011)

Working Memory Performance Classification in Children Using Electroencephalogram (EEG) and VGGNet
by: Abidin N.A.Z.; Yassin A.I.M.; Mansor W.; Jahidin A.H.; Azhan M.N.M.; Ali M.S.A.M.
Published: (2024)

Classification of hand gestures from forearm electromyogram signatures from support vector machine
by: Albitar D.; Jailani R.; Ali M.S.A.M.; Majeed A.P.P.A.
Published: (2021)

Fatigue Life Assessment of API Steel Grade X65 Pipeline Using a Modified Basquin Parameter of the Magnetic Flux Leakage Signal
by: Firdaus S.M.; Arifin A.; Abdullah S.; Singh S.S.K.; Nor N.M.
Published: (2023)

Exploring Spatial and Temporal based Clustering Algorithm for Forest Fire Event Identification
by: Syahputra M.E.; Jailani R.; Kemala A.P.; Fitrianah D.
Published: (2023)

A parametric investigation on the neo-hookean material constant
by: Mohd Yusop S.H.; Ab Patar M.N.A.; Abdul Majeed A.P.P.; Mahmud J.
Published: (2014)

Automated Ground Truth Annotation for Forest and Non-Forest Classification in Satellite Remote Sensing Images
by: Jelas I.M.; Zulkifley M.A.; Abdullah M.
Published: (2023)

Predicting Ocean Current Temperature Off the East Coast of America with XGBoost and Random Forest Algorithms Using Rstudio
by: Alfaris L.; Firdaus A.N.; Nyuswantoro U.I.; Siagian R.C.; Muhammad A.C.; Hassan R.; Aunzo R.T., et al.
Published: (2024)

Classification of intelligence quotient using EEG sub-band power ratio and ANN during mental task
by: Jahidin A.H.; Taib M.N.; Tahir N.M.; Ali M.S.A.M.; Yassin I.M.; Lias S.; Isa R.M.; Omar W.R.W.; Fuad N.
Published: (2013)

Classification of Kolb's learning styles using EEG sub-band spectral centroid frequencies and artificial neural network
by: Ali M.M.; Jahidin A.H.; Taib M.N.; Tahir N.M.; Yassin I.M.
Published: (2016)

Cross-relational study between intelligence and brain asymmetry abilities using EEG-based IQ classification model
by: Jahidin A.H.; Megat Ali M.S.A.; Taib M.N.; Md Tahir N.; Yassin A.I.M.
Published: (2015)

Ship Pipeline Corrosion Surface Evaluation Using Image Processing in MATLAB
by: Zamanhuri P.Z.N.M.; Suhaimi M.S.R.; Saat A.M.; Rahman N.A.; Katon M.Z.
Published: (2024)

Evaluating Machine Learning Algorithms for Predicting Financial Aid Eligibility: A Comparative Study of Random Forest, Gradient Boosting and Neural Network
by: Ismail M.H.; Razak T.R.; Noor N.M.; Aziz A.A.
Published: (2024)

Acoustic emission signal for fatigue crack classification on reinforced concrete beam
by: Md Nor N.; Ibrahim A.; Muhamad Bunnori N.; Mohd Saman H.
Published: (2013)

EEG Affective Modelling for Dysphoria Understanding
by: Kamaruddin N.; Nasir M.H.; Rahman A.W.A.
Published: (2018)

VGG16 for plant image classification with transfer learning and data augmentation
by: Abas M.A.H.; Ismail N.; Yassin A.I.M.; Taib M.N.
Published: (2018)

Classification of SEMG Signal Based Hand Movements by Using Support Vector Machine
by: Zahra S.R.; Ismail S.; Ali M.D.; Khan M.A.; Darus M.Y.; Mazhar T.
Published: (2024)