Task-state EEG signal classification for spatial cognitive evaluation based on multiscale high-density convolutional neural network
In this study, a multi-scale high-density convolutional neural network (MHCNN) classification method for spatial cognitive ability assessment was proposed, aiming at achieving the binary classification of task-state EEG signals before and after spatial cognitive training. Besides, the multi-dimensio...
| Main Authors: | Wen, Dong, Li, Rou, Tang, Hao, Liu, Yijun, Wan, Xianglong, Dong, Xianling, Saripan, M. Iqbal, Lan, Xifa, Song, Haiqing, Zhou, Yanhong |
|---|---|
| Format: | Article |
| Published: |
Institute of Electrical and Electronics Engineers
2022
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/103432/ |
Similar Items
Multi-dimensional conditional mutual information with application on the EEG signal analysis for spatial cognitive ability evaluation
by: Wen, Dong, et al.
Published: (2021)
by: Wen, Dong, et al.
Published: (2021)
Classification of ERP signal from amnestic mild cognitive impairment with type 2 diabetes mellitus using single-scale multi-input convolution neural network
by: Wen, Dong, et al.
Published: (2021)
by: Wen, Dong, et al.
Published: (2021)
The effective cognitive assessment and training methods for COVID-19 patients with cognitive impairment
by: Wen, Dong, et al.
Published: (2022)
by: Wen, Dong, et al.
Published: (2022)
Electronic science games used to enhance cognitive ability: opinion of design from personalization and adaptation
by: Wen, Dong, et al.
Published: (2021)
by: Wen, Dong, et al.
Published: (2021)
Robust Optimization for Integrated Construction Scheduling and Multiscale Resource Allocation
by: Li, Q., et al.
Published: (2018)
by: Li, Q., et al.
Published: (2018)
Affective mapping of EEG during executive function tasks
by: Othman, Marini, et al.
Published: (2012)
by: Othman, Marini, et al.
Published: (2012)
Detecting Different Tasks Using EEG-Source-Temporal Features
by: Shams, Wafa Khazal, et al.
Published: (2012)
by: Shams, Wafa Khazal, et al.
Published: (2012)
Classification of mental tasks using de-noised EEG Signals
by: Mohd Daud, Salwani, et al.
Published: (2004)
by: Mohd Daud, Salwani, et al.
Published: (2004)
Classification of mental tasks using de-noised EEG signals
by: Daud, Salwani, et al.
Published: (2004)
by: Daud, Salwani, et al.
Published: (2004)
Tracking and analysis of EEG activation across brain lobes in an oddball task
by: Lim, Seng Hooi
Published: (2017)
by: Lim, Seng Hooi
Published: (2017)
Classification of mental tasks using fixed and adaptive autoregressive models of EEG signals
by: Huan,, NJ, et al.
Published: (2005)
by: Huan,, NJ, et al.
Published: (2005)
Multiscale contextual spatial modelling with the Gaussian scale space
by: Behrens, T., et al.
Published: (2018)
by: Behrens, T., et al.
Published: (2018)
EEG markers for early detection and characterization of vascular dementia during working memory tasks
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2016)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2016)
Transfer learning and hybrid deep convolutional neural networks models for autism spectrum disorder classification from EEG signals
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2024)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2024)
Multiscale models of neural tissue
by: Catan, Funda
Published: (2016)
by: Catan, Funda
Published: (2016)
Multiscale modeling for particulate processes
by: Li, Qin, et al.
Published: (2008)
by: Li, Qin, et al.
Published: (2008)
Variants of convolutional neural networks for classification of multichannel EEG signals: A study based on influence of music and emotion on human brain
by: Cheah, Kit Hwa
Published: (2021)
by: Cheah, Kit Hwa
Published: (2021)
Epileptic seizure detection from electroencephalogram (EEG) signals using linear graph convolutional network and DenseNet based hybrid framework
by: Jibon, Ferdaus Anam, et al.
Published: (2023)
by: Jibon, Ferdaus Anam, et al.
Published: (2023)
Multiscale Methods for the Flow During Grinding
by: Crowson, Zakhary
Published: (2023)
by: Crowson, Zakhary
Published: (2023)
Cross validation analysis of convolutional neural network variants with various white blood cells datasets for the classification task
by: Mohd Safuan, Syadia Nabilah, et al.
Published: (2022)
by: Mohd Safuan, Syadia Nabilah, et al.
Published: (2022)
Selection of mother wavelet functions for multi-channel EEG signal analysis during a working memory task
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2015)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2015)
Selection of mother wavelets thresholding methods in denoising multi-channel EEG signals during working memory task
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2014)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2014)
Stroke-related mild cognitive impairment detection during working memory tasks using EEG signal processing
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2017)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2017)
Automatic artifact removal in EEG of normal and demented individuals using ICA-WT during working memory tasks
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2017)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2017)
Multiscale modelling of fluid-immersed granular media
by: Clément, Christian Paul André René
Published: (2010)
by: Clément, Christian Paul André René
Published: (2010)
Complexity reduction of multiscale UTLM cell clusters
by: Sewell, Phillip, et al.
Published: (2017)
by: Sewell, Phillip, et al.
Published: (2017)
A multiscale method to calculate filter blockage
by: Dalwadi, Mohit P., et al.
Published: (2016)
by: Dalwadi, Mohit P., et al.
Published: (2016)
Multiscale aeroelastic modelling in porous composite structures
by: Sreekumar, Abhilash
Published: (2022)
by: Sreekumar, Abhilash
Published: (2022)
Multiscale modelling of nutrient and water uptake by plants
by: Köry, Jakub
Published: (2018)
by: Köry, Jakub
Published: (2018)
Multiscale empirical interpolation for solving nonlinear PDEs
by: Calo, Victor, et al.
Published: (2014)
by: Calo, Victor, et al.
Published: (2014)
Dynamic Multiscale Modeling - An Application to Granulation Processes
by: Ingram, Gordon, et al.
Published: (2014)
by: Ingram, Gordon, et al.
Published: (2014)
A multiscale formulation for FEM and IgA
by: Mora Paz, J., et al.
Published: (2017)
by: Mora Paz, J., et al.
Published: (2017)
Directional Multiscale Analysis and Optimization for Surface Textures
by: Podsiadlo, Pawel, et al.
Published: (2013)
by: Podsiadlo, Pawel, et al.
Published: (2013)
Dynamic Multiscale Modeling - An Application to Granulation Processes
by: Ingram, Gordon, et al.
Published: (2010)
by: Ingram, Gordon, et al.
Published: (2010)
Mental Stress Classification Among
Higher Education Students In Malaysia
From Electroencephalogram (Eeg)
Using Convolutional Neural Network
With Modified Stochastic Gradient
Descent.
by: Rashid, Nur Ramizah Ramino
Published: (2024)
by: Rashid, Nur Ramizah Ramino
Published: (2024)
Enhanced Semantic Image Segmentation Through Convolutional and Atrous Convolution Techniques
by: Meghana, H.V., et al.
Published: (2024)
by: Meghana, H.V., et al.
Published: (2024)
Modelling and image reconstruction evaluation of a scintillation camera with silicone photomultiplier
by: Md Ali, Sham FIrdaus, et al.
Published: (2022)
by: Md Ali, Sham FIrdaus, et al.
Published: (2022)
On the Fresnel integrals and the convolution
by: Kiliçman, Adem, et al.
Published: (2003)
by: Kiliçman, Adem, et al.
Published: (2003)
Multiscale analysis of pattern formation via intercellular signalling
by: O'Dea, Reuben D., et al.
Published: (2011)
by: O'Dea, Reuben D., et al.
Published: (2011)
A multiscale analysis of flow and transport in the human placenta
by: Chernyavsky, Igor L.
Published: (2011)
by: Chernyavsky, Igor L.
Published: (2011)
Similar Items
-
Multi-dimensional conditional mutual information with application on the EEG signal analysis for spatial cognitive ability evaluation
by: Wen, Dong, et al.
Published: (2021) -
Classification of ERP signal from amnestic mild cognitive impairment with type 2 diabetes mellitus using single-scale multi-input convolution neural network
by: Wen, Dong, et al.
Published: (2021) -
The effective cognitive assessment and training methods for COVID-19 patients with cognitive impairment
by: Wen, Dong, et al.
Published: (2022) -
Electronic science games used to enhance cognitive ability: opinion of design from personalization and adaptation
by: Wen, Dong, et al.
Published: (2021) -
Robust Optimization for Integrated Construction Scheduling and Multiscale Resource Allocation
by: Li, Q., et al.
Published: (2018)