Research graph
References from Recognition of digits from brain data: A neural decoding approach. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1145/3240508.3240641
10.1145/3240508.3240641 · External reference
Inner speech in motor cortex and implications for speech neuroprostheses
10.1016/j.cell.2025.06.015 · 2025 · External reference
EEG-CNN-Souping: Interpretable emotion recognition from EEG signals using EEG-cnn-souping model and explainable AI
10.1016/j.compeleceng.2025.110189 · 2025 · External reference
Classification of imagined digits via brain-computer interface based on electroencephalogram
2019 · External reference
A state-of-the-art review of EEG-based imagined speech decoding
10.3389/fnhum.2022.867281 · 2022 · External reference
Brain computer interfacing: Applications and challenges
10.1016/j.eij.2015.06.002 · 2015 · External reference
Non-invasive brain-computer interfaces: state of the art and trends
2024 · External reference
A BCI system for imagined bengali speech recognition
2023 · External reference
Multivariate variational mode decomposition & phase space reconstruction based motor imagery EEG classification
10.1016/j.compeleceng.2023.108737 · 2023 · External reference
Application of transfer learning in EEG decoding based on brain-computer interfaces: a review
10.3390/s20216321 · 2020 · External reference
Weighted common spatial pattern based adaptation regularization for multi-source EEG time series
10.1016/j.compeleceng.2024.109680 · 2024 · External reference
EEG conformer: Convolutional transformer for EEG decoding and visualization
10.1109/tnsre.2022.3230250 · 2022 · External reference
A unified information perceptron using deep reservoir computing
10.1016/j.compeleceng.2020.106705 · 2020 · External reference
Multi-time and multi-band CSP motor imagery EEG feature classification algorithm
10.3390/app112110294 · 2021 · External reference
Imagined speech classification using EEG and deep learning
10.3390/bioengineering10060649 · 2023 · External reference
Classification of envisioned english speech from EEG using deep learning approaches
2025 · External reference
Multiclass classification of imagined speech EEG using noise-assisted multivariate empirical mode decomposition and multireceptive field convolutional neural network
10.3389/fnhum.2023.1186594 · 2023 · External reference
Unresolved reference
2025 · External reference
EEG-based brain signals analysis for imagined digit recognition
2024 · External reference
A systematic review of EEG-based imagined speech decoding
10.1016/j.asoc.2025.113563 · 2025 · External reference
Explainable artificial intelligence-based identification of the localized events in imagined speech electroencephalogram
10.1016/j.compeleceng.2025.110608 · 2025 · External reference
Single-trial classification of vowel speech imagery using common spatial patterns
10.1016/j.neunet.2009.05.008 · 2009 · External reference
Classification of silent speech using support vector machine and relevance vector machine
10.1016/j.asoc.2013.10.023 · 2014 · External reference
Deep learning in EEG-based BCIs: A comprehensive review of transformer models, advantages, challenges, and applications
10.1109/access.2023.3329678 · 2023 · External reference
Envisioned speech recognition using EEG sensors
10.1007/s00779-017-1083-4 · 2018 · External reference
EEG-based imagined-speech decoding: A review.
2026 · External reference
Deep learning with convolutional neural networks for EEG decoding and visualization
10.1002/hbm.23730 · 2017 · External reference
Identification of vowels in consonant–vowel–consonant words from speech imagery based EEG signals
10.1007/s11571-019-09558-5 · 2020 · External reference
Novel joint algorithm based on EEG in complex scenarios
10.1080/24699322.2019.1649078 · 2019 · External reference
Unresolved reference
2022 · External reference
Thinking is like processing a sequence of spatial and temporal words
2024 · External reference
EEG signals to digit classification using deep learning-based one-dimensional convolutional neural network
10.1007/s13369-022-07313-3 · 2023 · External reference
3D convolutional neural network based on spatial-spectral feature pictures learning for decoding motor imagery EEG signal
10.3389/fnbot.2024.1485640 · 2024 · External reference
Analysis and classification of speech imagery EEG for BCI
10.1016/j.bspc.2013.07.011 · 2013 · External reference
Identification of imagined bengali vowels from EEG signals using activity map and convolutional neural network
10.1002/9781119857655.ch10 · 2023 · External reference
Subject-independent EEG classification based on a hybrid neural network
2023 · External reference
An explainable AI framework for EEG-based schizophrenia detection using MVMD and phase space dynamics
10.1016/j.compeleceng.2026.111318 · 2026 · External reference
Compact convolutional neural networks for classification of asynchronous steady-state visual evoked potentials
10.1088/1741-2552/aae5d8 · 2018 · External reference
Compact convolutional transformer for subject-independent motor imagery EEG-based BCIs
10.1038/s41598-024-73755-4 · 2024 · External reference
EEG imagined speech neuro-signal preprocessing and deep learning classification
10.1038/s41598-026-39395-6 · 2026 · External reference
Efficient feature extraction for EEG-based classification: A comparative review of deep learning models
10.3390/ai7020050 · 2026 · External reference
Human brain imaging with high-density electroencephalography: Techniques and applications
2024 · External reference
Image classification and reconstruction from low-density EEG
10.1038/s41598-024-66228-1 · 2024 · External reference
Routine and sleep EEG: minimum recording standards of the international federation of clinical neurophysiology and the international league against epilepsy
10.1016/j.clinph.2023.01.002 · 2023 · External reference
Salient arithmetic data extraction from brain activity via an improved deep network
10.3390/s23239351 · 2023 · External reference
A method for simultaneously counterbalancing condition order and assignment of stimulus materials to conditions
10.3758/s13428-014-0476-9 · 2015 · External reference
A systematic review on EEG-based neuromarketing: recent trends and analyzing techniques
10.1186/s40708-024-00229-8 · 2024 · External reference
A comparative analysis of different pre-processing pipelines for EEG-based preference prediction in neuromarketing
2023 · External reference
An information-maximization approach to blind separation and blind deconvolution
10.1162/neco.1995.7.6.1129 · 1995 · External reference
EEGLAB: an open source toolbox for analysis of single-trial eeg dynamics including independent component analysis
10.1016/j.jneumeth.2003.10.009 · 2004 · External reference
Optimal spatial filtering of single trial EEG during imagined hand movement
10.1109/86.895946 · 2000 · External reference
CSP-net: Common spatial pattern empowered neural networks for EEG-based motor imagery classification
10.1016/j.knosys.2024.112668 · 2024 · External reference
Neuroauthnet: A brainwave-based authentication framework using BCI and deep learning for privacy-preserving identity verification
2026 · External reference
K-fold cross-validation can significantly over-estimate true classification accuracy in common EEG-based passive BCI experimental designs: an empirical investigation
10.3390/s23136077 · 2023 · External reference
EEG-based four level fear classification using graph neural network and LSTM fusion model: Comparing raw and DE features with k-fold and leave-one-subject-out
10.1109/access.2026.3660974 · 2026 · External reference
Deep learning for inner speech recognition: a pilot comparative study of eegnet and a spectro-temporal transformer on bimodal EEG-fMRI data
10.3389/fnhum.2025.1668935 · 2025 · External reference
Confusion matrix-based performance evaluation metrics
10.53555/ajbr.v27i4s.4345 · 2024 · External reference
A review of evaluation metrics in machine learning algorithms
2023 · External reference
The advantages of the matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation
10.1186/s12864-019-6413-7 · 2020 · External reference
Convolutional neural network with a topographic representation module for eeg-based brain—computer interfaces
10.3390/brainsci13020268 · 2023 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2022 · External reference
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces
10.3389/fncom.2023.1232925 · 2023 · External reference
10.1109/iccv.2017.74
10.1109/iccv.2017.74 · External reference
EEG-based intention recognition with deep recurrent-convolution neural network: Performance and channel selection by grad-CAM
10.1016/j.neucom.2020.07.072 · 2020 · External reference
A deep spatio-temporal model for EEG-based imagined speech recognition
2021 · External reference
A novel EEG motor imagery classification model using feature fusion of temporal convolution and attention
10.1016/j.compeleceng.2026.110990 · 2026 · External reference
A framework for a real time intelligent and interactive brain computer interface
10.1016/j.compeleceng.2015.03.024 · 2015 · External reference
Identification of imagined bengali vowels from EEG signals using activity map and convolutional neural network
10.1002/9781119857655.ch10 · ExternalCitation · doi-reference
Deep learning with convolutional neural networks for EEG decoding and visualization
10.1002/hbm.23730 · ExternalCitation · doi-reference
Envisioned speech recognition using EEG sensors
10.1007/s00779-017-1083-4 · ExternalCitation · doi-reference
Identification of vowels in consonant–vowel–consonant words from speech imagery based EEG signals
10.1007/s11571-019-09558-5 · ExternalCitation · doi-reference
EEG signals to digit classification using deep learning-based one-dimensional convolutional neural network
10.1007/s13369-022-07313-3 · ExternalCitation · doi-reference
Classification of silent speech using support vector machine and relevance vector machine
10.1016/j.asoc.2013.10.023 · ExternalCitation · doi-reference
A systematic review of EEG-based imagined speech decoding
10.1016/j.asoc.2025.113563 · ExternalCitation · doi-reference
Analysis and classification of speech imagery EEG for BCI
10.1016/j.bspc.2013.07.011 · ExternalCitation · doi-reference
Inner speech in motor cortex and implications for speech neuroprostheses
10.1016/j.cell.2025.06.015 · ExternalCitation · doi-reference
Routine and sleep EEG: minimum recording standards of the international federation of clinical neurophysiology and the international league against epilepsy
10.1016/j.clinph.2023.01.002 · ExternalCitation · doi-reference
A framework for a real time intelligent and interactive brain computer interface
10.1016/j.compeleceng.2015.03.024 · ExternalCitation · doi-reference
A unified information perceptron using deep reservoir computing
10.1016/j.compeleceng.2020.106705 · ExternalCitation · doi-reference
Multivariate variational mode decomposition & phase space reconstruction based motor imagery EEG classification
10.1016/j.compeleceng.2023.108737 · ExternalCitation · doi-reference
Weighted common spatial pattern based adaptation regularization for multi-source EEG time series
10.1016/j.compeleceng.2024.109680 · ExternalCitation · doi-reference
EEG-CNN-Souping: Interpretable emotion recognition from EEG signals using EEG-cnn-souping model and explainable AI
10.1016/j.compeleceng.2025.110189 · ExternalCitation · doi-reference
Explainable artificial intelligence-based identification of the localized events in imagined speech electroencephalogram
10.1016/j.compeleceng.2025.110608 · ExternalCitation · doi-reference
A novel EEG motor imagery classification model using feature fusion of temporal convolution and attention
10.1016/j.compeleceng.2026.110990 · ExternalCitation · doi-reference
An explainable AI framework for EEG-based schizophrenia detection using MVMD and phase space dynamics
10.1016/j.compeleceng.2026.111318 · ExternalCitation · doi-reference
Brain computer interfacing: Applications and challenges
10.1016/j.eij.2015.06.002 · ExternalCitation · doi-reference
EEGLAB: an open source toolbox for analysis of single-trial eeg dynamics including independent component analysis
10.1016/j.jneumeth.2003.10.009 · ExternalCitation · doi-reference
CSP-net: Common spatial pattern empowered neural networks for EEG-based motor imagery classification
10.1016/j.knosys.2024.112668 · ExternalCitation · doi-reference
EEG-based intention recognition with deep recurrent-convolution neural network: Performance and channel selection by grad-CAM
10.1016/j.neucom.2020.07.072 · ExternalCitation · doi-reference
Single-trial classification of vowel speech imagery using common spatial patterns
10.1016/j.neunet.2009.05.008 · ExternalCitation · doi-reference
Image classification and reconstruction from low-density EEG
10.1038/s41598-024-66228-1 · ExternalCitation · doi-reference
Compact convolutional transformer for subject-independent motor imagery EEG-based BCIs
10.1038/s41598-024-73755-4 · ExternalCitation · doi-reference
EEG imagined speech neuro-signal preprocessing and deep learning classification
10.1038/s41598-026-39395-6 · ExternalCitation · doi-reference
Novel joint algorithm based on EEG in complex scenarios
10.1080/24699322.2019.1649078 · ExternalCitation · doi-reference
Compact convolutional neural networks for classification of asynchronous steady-state visual evoked potentials
10.1088/1741-2552/aae5d8 · ExternalCitation · doi-reference
Optimal spatial filtering of single trial EEG during imagined hand movement
10.1109/86.895946 · ExternalCitation · doi-reference
Deep learning in EEG-based BCIs: A comprehensive review of transformer models, advantages, challenges, and applications
10.1109/access.2023.3329678 · ExternalCitation · doi-reference
EEG-based four level fear classification using graph neural network and LSTM fusion model: Comparing raw and DE features with k-fold and leave-one-subject-out
10.1109/access.2026.3660974 · ExternalCitation · doi-reference
10.1109/iccv.2017.74
10.1109/iccv.2017.74 · ExternalCitation · doi-reference
EEG conformer: Convolutional transformer for EEG decoding and visualization
10.1109/tnsre.2022.3230250 · ExternalCitation · doi-reference
10.1145/3240508.3240641
10.1145/3240508.3240641 · ExternalCitation · doi-reference
An information-maximization approach to blind separation and blind deconvolution
10.1162/neco.1995.7.6.1129 · ExternalCitation · doi-reference
The advantages of the matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation
10.1186/s12864-019-6413-7 · ExternalCitation · doi-reference
A systematic review on EEG-based neuromarketing: recent trends and analyzing techniques
10.1186/s40708-024-00229-8 · ExternalCitation · doi-reference
3D convolutional neural network based on spatial-spectral feature pictures learning for decoding motor imagery EEG signal
10.3389/fnbot.2024.1485640 · ExternalCitation · doi-reference
Towards best practice of interpreting deep learning models for EEG-based brain computer interfaces
10.3389/fncom.2023.1232925 · ExternalCitation · doi-reference
A state-of-the-art review of EEG-based imagined speech decoding
10.3389/fnhum.2022.867281 · ExternalCitation · doi-reference
Multiclass classification of imagined speech EEG using noise-assisted multivariate empirical mode decomposition and multireceptive field convolutional neural network
10.3389/fnhum.2023.1186594 · ExternalCitation · doi-reference
Deep learning for inner speech recognition: a pilot comparative study of eegnet and a spectro-temporal transformer on bimodal EEG-fMRI data
10.3389/fnhum.2025.1668935 · ExternalCitation · doi-reference
Efficient feature extraction for EEG-based classification: A comparative review of deep learning models
10.3390/ai7020050 · ExternalCitation · doi-reference
Multi-time and multi-band CSP motor imagery EEG feature classification algorithm
10.3390/app112110294 · ExternalCitation · doi-reference
Imagined speech classification using EEG and deep learning
10.3390/bioengineering10060649 · ExternalCitation · doi-reference
Convolutional neural network with a topographic representation module for eeg-based brain—computer interfaces
10.3390/brainsci13020268 · ExternalCitation · doi-reference
Application of transfer learning in EEG decoding based on brain-computer interfaces: a review
10.3390/s20216321 · ExternalCitation · doi-reference
K-fold cross-validation can significantly over-estimate true classification accuracy in common EEG-based passive BCI experimental designs: an empirical investigation
10.3390/s23136077 · ExternalCitation · doi-reference
Salient arithmetic data extraction from brain activity via an improved deep network
10.3390/s23239351 · ExternalCitation · doi-reference
A method for simultaneously counterbalancing condition order and assignment of stimulus materials to conditions
10.3758/s13428-014-0476-9 · ExternalCitation · doi-reference
Confusion matrix-based performance evaluation metrics
10.53555/ajbr.v27i4s.4345 · ExternalCitation · doi-reference
