A transform-based feature extraction approach for motor imagery tasks classification
In this paper, we present a new motor imagery classification method in the context of electroencephalography (EEG)-based brain-computer interface (BCI). This method uses a signal-dependent orthogonal transform, referred to as linear prediction singular value decomposition (LP-SVD), for feature extra...
| Main Authors: | Baali, Hamza, Khorshidtalab, Aida, Mesbah, Mustafa, Salami, Momoh Jimoh Eyiomika |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2015
|
| Subjects: | |
| Online Access: | http://irep.iium.edu.my/46812/ http://irep.iium.edu.my/46812/1/07299634_%281%29.pdf |
Similar Items
Motor imagery task classification using transformation based features
by: Khorshidtalab, Aida, et al.
Published: (2017)
by: Khorshidtalab, Aida, et al.
Published: (2017)
Robust classification of motor imagery EEG signals using statistical time–domain features
by: Khorshidtalab, Aida, et al.
Published: (2013)
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)
by: Khorshidtalab, Aida, et al.
Published: (2012)
Evaluating the effectiveness of time-domain features for motor imagery movements using SVM
by: Khorshidtalab, Aida, et al.
Published: (2012)
by: Khorshidtalab, Aida, et al.
Published: (2012)
ECG parametric modeling based on signal dependent orthogonal transform
by: Baali, Hamza, et al.
Published: (2014)
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)
by: Islam, Md Nahidul, et al.
Published: (2020)
Classification of motor imaginary tasks using adaptive recursive bandpass filter - Effective classification for motor imaginary BCI
by: Vickneswaran, Jeyabalan, et al.
Published: (2008)
by: Vickneswaran, Jeyabalan, et al.
Published: (2008)
Development of brain-controlled assistive feeding
system
by: Khorshidtalab, Aida, et al.
Published: (2015)
by: Khorshidtalab, Aida, et al.
Published: (2015)
Classification of retinal images based on statistical moments and principal component analysis
by: Salami, Momoh Jimoh Emiyoka, et al.
Published: (2014)
by: Salami, Momoh Jimoh Emiyoka, et al.
Published: (2014)
Adaptive neuro-fuzzy control of wet scrubbing process
by: Salami, Momoh Jimoh Eyiomika, et al.
Published: (2015)
by: Salami, Momoh Jimoh Eyiomika, et al.
Published: (2015)
Detecting Different Tasks Using EEG-Source-Temporal Features
by: Shams, Wafa Khazal, et al.
Published: (2012)
by: Shams, Wafa Khazal, et al.
Published: (2012)
Hybrid algorithm for NARX network parameters' determination using differential evolution and genetic algorithm
by: Salami, Momoh Jimoh Eyiomika, et al.
Published: (2013)
by: Salami, Momoh Jimoh Eyiomika, et al.
Published: (2013)
ABC: android botnet classification using feature selection and classification algorithms
by: Abdullah, Zubaile, et al.
Published: (2017)
by: Abdullah, Zubaile, et al.
Published: (2017)
Identification and predictive control of spray tower system using artificial neural network and differential evolution algorithm
by: Danzomo, Bashir A., et al.
Published: (2015)
by: Danzomo, Bashir A., et al.
Published: (2015)
Multi-level of feature extraction and classification for X-Ray medical image
by: Abdulrazaq, M, et al.
Published: (2018)
by: Abdulrazaq, M, et al.
Published: (2018)
Waste classification using support vector machine with SIFT-PCA feature extraction
by: Puspaningrum, Adita Putri, et al.
Published: (2020)
by: Puspaningrum, Adita Putri, et al.
Published: (2020)
Feature selection method based on sparse representation classification for face recognition
by: Boon, Yinn Xi *, et al.
Published: (2014)
by: Boon, Yinn Xi *, et al.
Published: (2014)
A review of feature selection on text classification
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2018)
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2018)
Intelligent temperature control of a tropical post-harvest storage system
by: Oluwo, Adeyinka Abdulquadri, et al.
Published: (2015)
by: Oluwo, Adeyinka Abdulquadri, et al.
Published: (2015)
New consumer load prototype for electricity theft monitoring
by: Abdullateef, Adoyele Isqeel, et al.
Published: (2013)
by: Abdullateef, Adoyele Isqeel, et al.
Published: (2013)
EEG based robot control
by: Khorshidtalab, Aida, et al.
Published: (2011)
by: Khorshidtalab, Aida, et al.
Published: (2011)
Efficient feature selection analysis for accuracy malware classification
by: Rahiwan Nazar, Romli, et al.
Published: (2021)
by: Rahiwan Nazar, Romli, et al.
Published: (2021)
Feature Selection and Radial Basis Function Network for Parkinson Disease Classification
by: Ibrahim, Ashraf Osman, et al.
Published: (2017)
by: Ibrahim, Ashraf Osman, et al.
Published: (2017)
Kernel PCA – an introduction
by: Baali, Hamza, et al.
Published: (2011)
by: Baali, Hamza, et al.
Published: (2011)
Evaluation and Comparative Analysis of Feature Extraction Methods on
Image Data to increase the Accuracy of Classification Algorithms
by: Rachmad, Iqbal, et al.
Published: (2024)
by: Rachmad, Iqbal, et al.
Published: (2024)
Comparison of Recursive Feature Elimination and Boruta as Feature Selection in Greenhouse Gas Emission Data Classification
by: Riko, Febrian, et al.
Published: (2024)
by: Riko, Febrian, et al.
Published: (2024)
Feature extraction and classification stage on facial expression : A review
by: Shidiq, Muchamad Bachram, et al.
Published: (2022)
by: Shidiq, Muchamad Bachram, et al.
Published: (2022)
Recent Advances in Big Data: Features, Classification, Analytics, Research Challenges, and Future Trends
by: Mahmood, Khalid, et al.
Published: (2020)
by: Mahmood, Khalid, et al.
Published: (2020)
Feature Selection using Binary Simulated Kalman Filter for Peak Classification of EEG Signals
by: Badaruddin, Muhammad, et al.
Published: (2018)
by: Badaruddin, Muhammad, et al.
Published: (2018)
Task scheduling
by: Shah, Asadullah, et al.
Published: (2011)
by: Shah, Asadullah, et al.
Published: (2011)
A new feature-based wavelet completed local ternary pattern (Feat-WCLTP) for texture image classification
by: Shamaileh, Abeer, et al.
Published: (2020)
by: Shamaileh, Abeer, et al.
Published: (2020)
An extreme gradient boosting for cancer feature extraction and classification
by: Chuan, Teo Voon, et al.
Published: (2025)
by: Chuan, Teo Voon, et al.
Published: (2025)
Development of real-time software interface for multicomponent transient signal analysis using Labview and Matlab
by: Salami, Momoh Jimoh Emiyoka, et al.
Published: (2011)
by: Salami, Momoh Jimoh Emiyoka, et al.
Published: (2011)
Time domain feature extraction technique for earth’s electric field signal prior to the earthquake
by: Astuti , Winda, et al.
Published: (2013)
by: Astuti , Winda, et al.
Published: (2013)
Fusion-features and visual-dictionary image recognition methods for apple classification in smart manufacturing / Ahsiah Ismail
by: Ahsiah , Ismail
Published: (2020)
by: Ahsiah , Ismail
Published: (2020)
Neural network classification of late gamma band electroencephalogram features
by: Ravi, K. V. R., et al.
Published: (2006)
by: Ravi, K. V. R., et al.
Published: (2006)
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)
by: Astuti , Winda, et al.
Published: (2012)
Modeling of human upper body for sign language recognition
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2011)
by: Bilal, Sara Mohammed Osman Saleh, et al.
Published: (2011)
A survey and analysis of feature selection techniques in machine learning for IoT device classification within smart buildings
by: Waseem, Quadri, et al.
Published: (2025)
by: Waseem, Quadri, et al.
Published: (2025)
Review of parameter estimation techniques for time-varying autoregressive models of biomedical signals
by: Najeeb, Athaur Rahman, et al.
Published: (2016)
by: Najeeb, Athaur Rahman, et al.
Published: (2016)
Similar Items
-
Motor imagery task classification using transformation based features
by: Khorshidtalab, Aida, et al.
Published: (2017) -
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) -
Evaluating the effectiveness of time-domain features for motor imagery movements using SVM
by: Khorshidtalab, Aida, et al.
Published: (2012) -
ECG parametric modeling based on signal dependent orthogonal transform
by: Baali, Hamza, et al.
Published: (2014)