Motor imagery task classification using transformation based features

QR Code

Motor imagery task classification using transformation based features

tThis paper proposes a feature extraction method named as LP QR, based on the decomposition of theLPC filter impulse response matrix of the signal of interest. This feature extraction method is inspired byLP SVD and is tested in the context of motor imagery electroencephalogram. The extracted featur...

Full description

Bibliographic Details
Main Authors:	Khorshidtalab, Aida, Salami, Momoh Jimoh Eyiomika, Akmeliawati, Rini
Format:	Article
Language:	English English English
Published:	2017
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://irep.iium.edu.my/53662/ http://irep.iium.edu.my/53662/1/2017_aida_biomedical.pdf http://irep.iium.edu.my/53662/7/53662_Motor%20imagery%20task%20classification%20using%20transformation%20based%20features_SCOPUS.pdf http://irep.iium.edu.my/53662/8/53662_Motor%20imagery%20task%20classification%20using%20transformation%20based%20features_WoS.pdf

Similar Items

A transform-based feature extraction approach for motor imagery tasks classification
by: Baali, Hamza, et al.
Published: (2015)

Robust classification of motor imagery EEG signals using statistical time–domain features
by: Khorshidtalab, Aida, et al.
Published: (2013)

Evaluation of time-domain features for motor imagery movements using FCM and SVM
by: Khorshidtalab, Aida, et al.
Published: (2012)

ECG parametric modeling based on signal dependent orthogonal transform
by: Baali, Hamza, et al.
Published: (2014)

Empirical Mode Decomposition Coupled with Fast Fourier Transform based Feature Extraction Method for Motor Imagery Tasks Classification
by: Islam, Md Nahidul, et al.
Published: (2020)

Evaluating the effectiveness of time-domain features for motor imagery movements using SVM
by: Khorshidtalab, Aida, et al.
Published: (2012)

Transform based approach for ECG period normalization
by: Baali, Hamza, et al.
Published: (2011)

Dynamic approach for real-time skin detection
by: Bilal, Sara, et al.
Published: (2012)

Artificial Intelligent Based Friction Modelling and Compensation in Motion Control System
by: Tijani, Ismaila, et al.
Published: (2011)

The classification of motor imagery response: an accuracy enhancement through the ensemble of random subspace k-NN
by: Rashid, Mamunur, et al.
Published: (2021)

Development of brain-controlled assistive feeding system
by: Khorshidtalab, Aida, et al.
Published: (2015)

Human upper body pose region estimation
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2013)

EEG based robot control
by: Khorshidtalab, Aida, et al.
Published: (2011)

Electrocorticography based motor imagery movements classification using long short-term memory (LSTM) based on deep learning approach
by: Rashid, Mamunur, et al.
Published: (2020)

Dynamic approach for real-time skin detection
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2012)

Analysis of mental imagery based cognitive tasks for brain computer interface
by: Tang, Chee Hoe
Published: (2019)

Channel selection for common spatial pattern Based on energy calculation of motor imagery EEG signal
by: Hilman, Fauzi, et al.
Published: (2017)

Adaptive Short Time Fourier Transform (STFT) analysis of Seismic Electric Signal (SES): A comparison of hamming and rectangular window
by: Astuti , Winda, et al.
Published: (2012)

Time domain feature extraction technique for earth’s electric field signal prior to the earthquake
by: Astuti , Winda, et al.
Published: (2013)

Singular Value Decomposition (SVD)-based orthogonal transform approach for earth’s electric field signal processing
by: Astuti, Winda, et al.
Published: (2014)

Hidden Markov model for human to computer interaction: A study on human hand gesture recognition
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2013)

Modeling of human upper body for sign language recognition
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2011)

Classification of mental tasks using de-noised EEG Signals
by: Mohd Daud, Salwani, et al.
Published: (2004)

Classification of mental tasks using de-noised EEG signals
by: Daud, Salwani, et al.
Published: (2004)

SignBot, sign-language performing robot, based on sequential motion of servo motor arrays
by: Al-khulaidi, Rami Ali, et al.
Published: (2019)

Comparing Autoregressive Moving Average (ARMA) coefficients determination using artificial neural network with other techniques
by: Aibinu, Abiodun Musa, et al.
Published: (2008)

Time domain feature extraction technique for earth's electric field signal prior to the earthquake
by: winda, Astuti, et al.
Published: (2013)

Feature Extraction and Classification for Detecting the Thermal Faults in Electrical Installations
by: M. S., Jadin, et al.
Published: (2014)

Digital Mammograms Classification Using a Wavelet Based Feature Extraction Method
by: Brahim Belhaouari, samir, et al.
Published: (2010)

Digital Mammograms Classification Using a Wavelet Based Feature Extraction Method
by: Brahim Belhaouari, samir, et al.

The Classification of Wink-Based EEG Signals: The Identification of Significant Time-Domain Features
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)

Word classification for sign language synthesizer using hidden Markov model
by: Maarif, Haris Al Qodri, et al.
Published: (2014)

Study of non-invasive cognitive tasks and feature extraction techniques for brain-computer interface (BCI) applications
by: Mamunur, Rashid
Published: (2020)

A thermograph image extraction based on color features for induction motor bearing fault diagnosis monitoring
by: Norliana, Khamisan, et al.
Published: (2015)

Breast Cancer Diagnosis Based on Texture Feature Extraction Using Curvelet Transform
by: Brahim Belhaouari, samir, et al.
Published: (2010)

Semi-supervised learning for feature selection and classification of data / Ganesh Krishnasamy
by: Ganesh , Krishnasamy
Published: (2019)

Earthquake prediction system based on the earth’s electric field signal prior to the earthquake: location determination
by: Astuti, Winda, et al.
Published: (2013)

EEG signal classification for real-time brain-computer interface applications: a review
by: Khorshidtalab, A., et al.
Published: (2011)

Development of hybrid artificial intelligent based handover decision algorithm
by: Aibinu, Abiodun Musa, et al.
Published: (2017)

Fuzzy-based NCTF control system of point-to-point (PTP) linear positioning system
by: Wahyudi, Martono, et al.
Published: (2010)