| # | Title | Journal | Year | Citations |
|---|
| 1 | EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis | Journal of Neuroscience Methods | 2004 | 18,121 |
| 2 | Enhanced detection of artifacts in EEG data using higher-order statistics and independent component analysis | NeuroImage | 2007 | 1,375 |
| 3 | Mining event-related brain dynamics | Trends in Cognitive Sciences | 2004 | 1,295 |
| 4 | ICLabel: An automated electroencephalographic independent component classifier, dataset, and website | NeuroImage | 2019 | 917 |
| 5 | Frontal midline EEG dynamics during working memory | NeuroImage | 2005 | 721 |
| 6 | Independent EEG Sources Are Dipolar | PLoS ONE | 2012 | 669 |
| 7 | Imaging human EEG dynamics using independent component analysis | Neuroscience and Biobehavioral Reviews | 2006 | 593 |
| 8 | Real-time neuroimaging and cognitive monitoring using wearable dry EEG | IEEE Transactions on Biomedical Engineering | 2015 | 536 |
| 9 | Frontal midline theta and the error-related negativity: neurophysiological mechanisms of action regulation | Clinical Neurophysiology | 2004 | 504 |
| 10 | EEGLAB, SIFT, NFT, BCILAB, and ERICA: New Tools for Advanced EEG Processing | Computational Intelligence and Neuroscience | 2011 | 495 |
| 11 | Filter bank canonical correlation analysis for implementing a high-speed SSVEP-based brain–computer interface | Journal of Neural Engineering | 2015 | 481 |
| 12 | Electrocortical activity is coupled to gait cycle phase during treadmill walking | NeuroImage | 2011 | 403 |
| 13 | Visual and Auditory Brain–Computer Interfaces | IEEE Transactions on Biomedical Engineering | 2014 | 350 |
| 14 | Electroencephalographic Brain Dynamics Following Manually Responded Visual Targets | PLoS Biology | 2004 | 307 |
| 15 | The evolutionary neuroscience of musical beat perception: the Action Simulation for Auditory Prediction (ASAP) hypothesis | Frontiers in Systems Neuroscience | 2014 | 307 |
| 16 | BCILAB: a platform for brain–computer interface development | Journal of Neural Engineering | 2013 | 284 |
| 17 | What is novel in the novelty oddball paradigm? Functional significance of the novelty P3 event-related potential as revealed by independent component analysis | Cognitive Brain Research | 2005 | 247 |
| 18 | Clinical Utility of EEG in Attention-Deficit/Hyperactivity Disorder: A Research Update | Neurotherapeutics | 2012 | 222 |
| 19 | Brain Activity-Based Image Classification From Rapid Serial Visual Presentation | IEEE Transactions on Neural Systems and Rehabilitation Engineering | 2008 | 216 |
| 20 | Effects of Forward Model Errors on EEG Source Localization | Brain Topography | 2013 | 212 |
| 21 | Can Pornography be Addictive? An fMRI Study of Men Seeking Treatment for Problematic Pornography Use | Neuropsychopharmacology | 2017 | 199 |
| 22 | Complex independent component analysis of frequency-domain electroencephalographic data | Neural Networks | 2003 | 183 |
| 23 | Distinct β Band Oscillatory Networks Subserving Motor and Cognitive Control during Gait Adaptation | Journal of Neuroscience | 2016 | 152 |
| 24 | Response: Event-related brain dynamics – unifying brain electrophysiology | Trends in Neurosciences | 2002 | 146 |
| 25 | Human Brain Dynamics Accompanying Use of Egocentric and Allocentric Reference Frames during Navigation | Journal of Cognitive Neuroscience | 2010 | 139 |
| 26 | A study of the existing problems of estimating the information transfer rate in online brain–computer interfaces | Journal of Neural Engineering | 2013 | 139 |
| 27 | Medial Prefrontal Theta Bursts Precede Rapid Motor Responses during Visual Selective Attention | Journal of Neuroscience | 2007 | 135 |
| 28 | Independent Component Analysis Reveals Atypical Electroencephalographic Activity During Visual Perception in Individuals with Autism | Biological Psychiatry | 2009 | 129 |
| 29 | Applying dimension reduction to EEG data by Principal Component Analysis reduces the quality of its subsequent Independent Component decomposition | NeuroImage | 2018 | 129 |
| 30 | Eeglab – an Open Source Matlab Toolbox for Electrophysiological Research | Biomedizinische Technik | 2013 | 123 |
| 31 | Paroxetine Treatment of Problematic Pornography Use: A Case Series | Journal of Behavioral Addictions | 2016 | 113 |
| 32 | Neuroelectromagnetic Forward Head Modeling Toolbox | Journal of Neuroscience Methods | 2010 | 111 |
| 33 | A Collaborative Brain-Computer Interface for Improving Human Performance | PLoS ONE | 2011 | 111 |
| 34 | EEG-Based Attention Tracking During Distracted Driving | IEEE Transactions on Neural Systems and Rehabilitation Engineering | 2015 | 105 |
| 35 | Stimulus Saliency Modulates Pre-Attentive Processing Speed in Human Visual Cortex | PLoS ONE | 2011 | 99 |
| 36 | In search of biomarkers in psychiatry: EEG‐based measures of brain function | American Journal of Medical Genetics Part B: Neuropsychiatric Genetics | 2014 | 97 |
| 37 | Genetic Overlap between Evoked Frontocentral Theta-Band Phase Variability, Reaction Time Variability, and Attention-Deficit/Hyperactivity Disorder Symptoms in a Twin Study | Biological Psychiatry | 2014 | 89 |
| 38 | Interictal high-frequency oscillations generated by seizure onset and eloquent areas may be differentially coupled with different slow waves | Clinical Neurophysiology | 2016 | 89 |
| 39 | Tonic and phasic electroencephalographic dynamics during continuous compensatory tracking | NeuroImage | 2008 | 88 |
| 40 | Spatiotemporal Sparse Bayesian Learning With Applications to Compressed Sensing of Multichannel Physiological Signals | IEEE Transactions on Neural Systems and Rehabilitation Engineering | 2014 | 86 |
| 41 | Generating Visual Flickers for Eliciting Robust Steady-State Visual Evoked Potentials at Flexible Frequencies Using Monitor Refresh Rate | PLoS ONE | 2014 | 81 |
| 42 | Measure projection analysis: A probabilistic approach to EEG source comparison and multi-subject inference | NeuroImage | 2013 | 80 |
| 43 | Cortical substrates and functional correlates of auditory deviance processing deficits in schizophrenia | NeuroImage: Clinical | 2014 | 79 |
| 44 | Detecting Glaucoma With a Portable Brain-Computer Interface for Objective Assessment of Visual Function Loss | JAMA Ophthalmology | 2017 | 78 |
| 45 | RELICA: A method for estimating the reliability of independent components | NeuroImage | 2014 | 76 |
| 46 | Simultaneous head tissue conductivity and EEG source location estimation | NeuroImage | 2016 | 75 |
| 47 | The ICLabel dataset of electroencephalographic (EEG) independent component (IC) features | Data in Brief | 2019 | 72 |
| 48 | Research Review: Use of EEG biomarkers in child psychiatry research – current state and future directions | Journal of Child Psychology and Psychiatry and Allied Disciplines | 2016 | 71 |
| 49 | Sex, Impulsivity, and Anxiety: Interplay between Ventral Striatum and Amygdala Reactivity in Sexual Behaviors | Journal of Neuroscience | 2015 | 70 |
| 50 | Phase‐amplitude coupling between interictal high‐frequency activity and slow waves in epilepsy surgery | Epilepsia | 2018 | 68 |
