Variants of convolutional neural networks for classification of multichannel EEG signals: A study based on influence of music and emotion on human brain
Electroencephalography (EEG) records the electrical potential fields generated by the neuronal activities at various parts of the brain. With increasing popularity and interest from the research community of different disciplinary background, the applicability of EEG is getting more promising in man...
| Main Author: | Cheah, Kit Hwa |
|---|---|
| Format: | Final Year Project / Dissertation / Thesis |
| Published: |
2021
|
| Subjects: | |
| Online Access: | http://eprints.utar.edu.my/4392/ http://eprints.utar.edu.my/4392/1/1806367_DIS.pdf |
Similar Items
Classification of multichannel EEG signal by linear discriminant analysis
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2015)
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2015)
Classification of multichannel EEG signal by linear discriminant analysis
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2015)
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2015)
Classification of multichannel EEG signal by single layer perceptron learning algorithm
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2014)
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2014)
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)
Task-state EEG signal classification for spatial cognitive evaluation based on multiscale high-density convolutional neural network
by: Wen, Dong, et al.
Published: (2022)
by: Wen, Dong, et al.
Published: (2022)
Deep learning for EEG data analysis
by: Cheah, Kit Hwa
Published: (2018)
by: Cheah, Kit Hwa
Published: (2018)
Classification of EEG Signal for Body Earthing Application
by: Noor Aisyah , Ab Rahman, et al.
Published: (2017)
by: Noor Aisyah , Ab Rahman, et al.
Published: (2017)
Multichannel optimization with hybrid spectral- entropy markers for gender identification enhancement of emotional-based EEGs
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2021)
by: Al-Qazzaz, Noor Kamal, et al.
Published: (2021)
EEG signals for emotion recognition
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2010)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2010)
Review of deep convolution neural network in image classification
by: Al-Saffar, Ahmed Ali Mohammed, et al.
Published: (2017)
by: Al-Saffar, Ahmed Ali Mohammed, et al.
Published: (2017)
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)
Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions.
by: Yaacob, Hamwira Sakti, et al.
Published: (2013)
by: Yaacob, Hamwira Sakti, et al.
Published: (2013)
Emotion detection from brain signals based on musical and visual stimuli
by: Othman, Marini, et al.
Published: (2011)
by: Othman, Marini, et al.
Published: (2011)
The Classification of Hallucination: The Identification of Significant Time-Domain EEG Signals
by: Chin, Hau Lim, et al.
Published: (2022)
by: Chin, Hau Lim, et al.
Published: (2022)
Emotion recognition using EEG signals
by: Abdul Aziz, Normaziah, et al.
Published: (2011)
by: Abdul Aziz, Normaziah, et al.
Published: (2011)
Emotion recognition based on EEG: brain waves
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
by: Abdul Rahman, Abdul Wahab, et al.
Published: (2011)
Determination and classification of human stress index using non-parametric analysis of EEG signals
by: Norizam, Sulaiman
Published: (2015)
by: Norizam, Sulaiman
Published: (2015)
EEG signal classification for real-time brain-computer interface applications: a review
by: Khorshidtalab, A., et al.
Published: (2011)
by: Khorshidtalab, A., et al.
Published: (2011)
Development of smart security system for building or laboratory entrance based on human’s brain (EEG) and voice signals
by: Norizam, Sulaiman, et al.
Published: (2018)
by: Norizam, Sulaiman, et al.
Published: (2018)
Multichannel temperature logger
by: Lee, Stephen Chin Wey
Published: (2011)
by: Lee, Stephen Chin Wey
Published: (2011)
Multichannel temperature logger
by: Lim, Chiang Wei
Published: (2011)
by: Lim, Chiang Wei
Published: (2011)
Non negative matrix factorization for music emotion classification
by: Rosli, N., et al.
Published: (2016)
by: Rosli, N., et al.
Published: (2016)
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)
The classification of EEG-based wink signals: A CWT-Transfer Learning pipeline
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
The Implementation of Transfer Learning by Convolution Neural Network (CNN) for Recognizing Facial Emotions
by: Munanday, Anbananthan Pillai, et al.
Published: (2023)
by: Munanday, Anbananthan Pillai, et al.
Published: (2023)
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)
The Classification of Wink-Based EEG Signals: The Identification of Significant Time-Domain Features
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
EEG signal classification for wheelchair control application
by: Abu Hassan, Rozi Roslinda
Published: (2015)
by: Abu Hassan, Rozi Roslinda
Published: (2015)
Automatic emotion recognition based on EEG and ECG signals while listening to quranic recitation compared with listening to music
by: Ahmed Yahya Al-Galal, Sabaa, et al.
Published: (2016)
by: Ahmed Yahya Al-Galal, Sabaa, et al.
Published: (2016)
ERNN: A biologically inspired feedforward neural network to discriminate emotion from EEG signal
by: Khosrowabadi, Reza, et al.
Published: (2014)
by: Khosrowabadi, Reza, et al.
Published: (2014)
The classification of EEG signal processing using different machine learning techniques for BCI application
by: Rashid, Mamunur, et al.
Published: (2019)
by: Rashid, Mamunur, et al.
Published: (2019)
Emotion detection using physiological signals EEG & ECG
by: AlzeerAlhouseini, Amjad M.R., et al.
Published: (2016)
by: AlzeerAlhouseini, Amjad M.R., et al.
Published: (2016)
Optimal accuracy performance in music-based EEG signal using Matthew correlation coefficient advanced (MCCA)
by: Mahfuzah, Mustafa, et al.
Published: (2021)
by: Mahfuzah, Mustafa, et al.
Published: (2021)
The classification of EEG-based winking signals: a transfer learning and random forest pipeline
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
Artificial neural network modelling for IQ classification based on EEG signals / Aishah Hartini Jahidin
by: Jahidin, Aishah Hartini
Published: (2016)
by: Jahidin, Aishah Hartini
Published: (2016)
Artificial neural network modelling for IQ classification based on EEG signals / Aisyah Hartini Jahidin
by: Jahidin, Aisyah Hartini
Published: (2015)
by: Jahidin, Aisyah Hartini
Published: (2015)
Selection and optimization of peak features for event-related eeg signals classification / Asrul bin Adam
by: Asrul, Adam
Published: (2017)
by: Asrul, Adam
Published: (2017)
Classification of EEG correlates on emotion using features from Gaussian mixtures of EEG spectrogram
by: Khosrowabadi, Reza, et al.
Published: (2011)
by: Khosrowabadi, Reza, et al.
Published: (2011)
Affective computation on EEG correlates of emotion from musical and vocal stimuli
by: Khosrowabadi, Reza, et al.
Published: (2009)
by: Khosrowabadi, Reza, et al.
Published: (2009)
Similar Items
-
Classification of multichannel EEG signal by linear discriminant analysis
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2015) -
Classification of multichannel EEG signal by linear discriminant analysis
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2015) -
Classification of multichannel EEG signal by single layer perceptron learning algorithm
by: Hasan, Mohammad Rubaiyat, et al.
Published: (2014) -
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) -
Task-state EEG signal classification for spatial cognitive evaluation based on multiscale high-density convolutional neural network
by: Wen, Dong, et al.
Published: (2022)