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Towards Effective Emotion Detection: A Comprehensive Machine Learning Approach on EEG Signals

BioMedInformatics, 2023-12, Vol.3 (4), p.1083-1100

2023

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Classification of seizure and seizure-free EEG signals using local binary patterns

Biomedical signal processing and control, 2015-01, Vol.15, p.33-40

2015

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A Multivariate Approach for Patient-Specific EEG Seizure Detection Using Empirical Wavelet Transform

IEEE transactions on biomedical engineering, 2017-09, Vol.64 (9), p.2003-2015

2017

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SPWVD-CNN for Automated Detection of Schizophrenia Patients Using EEG Signals

IEEE transactions on instrumentation and measurement, 2021, Vol.70, p.1-9

2021

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A comparative work of incremental learning and ensemble learning for brainprint identification

ARPN journal of engineering and applied sciences, 2023-08, p.1249-1257

2023

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LMD Based Features for the Automatic Seizure Detection of EEG Signals Using SVM

IEEE transactions on neural systems and rehabilitation engineering, 2017-08, Vol.25 (8), p.1100

2017

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Local pattern transformation based feature extraction techniques for classification of epileptic EEG signals

Biomedical signal processing and control, 2017-04, Vol.34, p.81-92

2017

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Adaptive transfer learning-based multiscale feature fused deep convolutional neural network for EEG MI multiclassification in brain–computer interface

Engineering applications of artificial intelligence, 2022-11, Vol.116, p.105347, Article 105347

Roy, Arunabha M.

2022

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A Complex Network-Based Broad Learning System for Detecting Driver Fatigue From EEG Signals

IEEE transactions on systems, man, and cybernetics. Systems, 2021-09, Vol.51 (9), p.5800-5808

2021

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Detection of epileptic seizure using Kraskov entropy applied on tunable-Q wavelet transform of EEG signals

Biomedical signal processing and control, 2017-04, Vol.34, p.74-80

2017

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Can Emotion Be Transferred?-A Review on Transfer Learning for EEG-Based Emotion Recognition

IEEE transactions on cognitive and developmental systems, 2022-09, Vol.14 (3), p.833-846

2022

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Nonparametric Bayesian Prior Inducing Deep Network for Automatic Detection of Cognitive Status

IEEE transactions on cybernetics, 2021-11, Vol.51 (11), p.5483-5496

2021

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Multi-Feature Fusion Approach for Epileptic Seizure Detection From EEG Signals

IEEE sensors journal, 2021-02, Vol.21 (3), p.3533-3543

2021

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Feature extraction method for classification of alertness and drowsiness states EEG signals

Applied acoustics, 2020-06, Vol.163, p.107224, Article 107224

2020

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Adaptive Tunable Q Wavelet Transform-Based Emotion Identification

IEEE transactions on instrumentation and measurement, 2020-12, Vol.69 (12), p.9609-9617

2020

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Classification of ictal and seizure-free EEG signals using fractional linear prediction

Biomedical signal processing and control, 2014-01, Vol.9, p.1-5

2014

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Convolutional Neural Network Based Approach Towards Motor Imagery Tasks EEG Signals Classification

IEEE sensors journal, 2019-06, Vol.19 (12), p.4494-4500

2019

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Hierarchical Domain Adaptation Projective Dictionary Pair Learning Model for EEG Classification in IoMT Systems

IEEE transactions on computational social systems, 2023-08, Vol.10 (4), p.1559-1567

2023

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Effects of an integrated physiological signal-based attention-promoting and English listening system on students' learning performance and behavioral patterns

Computers in human behavior, 2017-10, Vol.75, p.218-227

2017

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Detecting Fatigue Status of Pilots Based on Deep Learning Network Using EEG Signals

IEEE transactions on cognitive and developmental systems, 2021-09, Vol.13 (3), p.575-585

2021

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Core-Brain-Network-Based Multilayer Convolutional Neural Network for Emotion Recognition

IEEE transactions on instrumentation and measurement, 2021, Vol.70, p.1-9

2021

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Pilots' Fatigue Status Recognition Using Deep Contractive Autoencoder Network

IEEE transactions on instrumentation and measurement, 2019-10, Vol.68 (10), p.3907-3919

2019

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An EEG-based Computational Model for Decoding Emotional Intelligence, Personality, and Emotions

IEEE transactions on instrumentation and measurement, 2024-01, Vol.73, p.1-1

2024

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Optimized Tunable Q Wavelet Transform Based Drowsiness Detection from Electroencephalogram Signals

Ingénierie et recherche biomédicale, 2022-02, Vol.43 (1), p.13-21

2022

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Generating Healthcare Time Series Data for Improving Diagnostic Accuracy of Deep Neural Networks

IEEE transactions on instrumentation and measurement, 2021, Vol.70, p.1-15

2021

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Towards Effective Emotion Detection: A Comprehensive Machine Learning Approach on EEG Signals

Classification of seizure and seizure-free EEG signals using local binary patterns

A Multivariate Approach for Patient-Specific EEG Seizure Detection Using Empirical Wavelet Transform

SPWVD-CNN for Automated Detection of Schizophrenia Patients Using EEG Signals

A comparative work of incremental learning and ensemble learning for brainprint identification

LMD Based Features for the Automatic Seizure Detection of EEG Signals Using SVM

Local pattern transformation based feature extraction techniques for classification of epileptic EEG signals

Adaptive transfer learning-based multiscale feature fused deep convolutional neural network for EEG MI multiclassification in brain–computer interface

A Complex Network-Based Broad Learning System for Detecting Driver Fatigue From EEG Signals

Detection of epileptic seizure using Kraskov entropy applied on tunable-Q wavelet transform of EEG signals

Can Emotion Be Transferred?-A Review on Transfer Learning for EEG-Based Emotion Recognition

Nonparametric Bayesian Prior Inducing Deep Network for Automatic Detection of Cognitive Status

Multi-Feature Fusion Approach for Epileptic Seizure Detection From EEG Signals

Feature extraction method for classification of alertness and drowsiness states EEG signals

Adaptive Tunable Q Wavelet Transform-Based Emotion Identification

Classification of ictal and seizure-free EEG signals using fractional linear prediction

Convolutional Neural Network Based Approach Towards Motor Imagery Tasks EEG Signals Classification

Hierarchical Domain Adaptation Projective Dictionary Pair Learning Model for EEG Classification in IoMT Systems

Effects of an integrated physiological signal-based attention-promoting and English listening system on students' learning performance and behavioral patterns

Detecting Fatigue Status of Pilots Based on Deep Learning Network Using EEG Signals

Core-Brain-Network-Based Multilayer Convolutional Neural Network for Emotion Recognition

Pilots' Fatigue Status Recognition Using Deep Contractive Autoencoder Network

An EEG-based Computational Model for Decoding Emotional Intelligence, Personality, and Emotions

Optimized Tunable Q Wavelet Transform Based Drowsiness Detection from Electroencephalogram Signals

Generating Healthcare Time Series Data for Improving Diagnostic Accuracy of Deep Neural Networks

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