EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis.
- Authors
- Delorme, Arnaud; Makeig, Scott
- Year
- 2004
- Journal
- Journal of neuroscience methods
- PMID
- 15102499
- DOI
- 10.1016/j.jneumeth.2003.10.009
We have developed a toolbox and graphic user interface, EEGLAB, running under the crossplatform MATLAB environment (The Mathworks, Inc.) for processing collections of single-trial and/or averaged EEG data of any number of channels. Available functions include EEG data, channel and event information importing, data visualization (scrolling, scalp map and dipole model plotting, plus multi-trial ERP-image plots), preprocessing (including artifact rejection, filtering, epoch selection, and averaging), independent component analysis (ICA) and time/frequency decompositions including channel and component cross-coherence supported by bootstrap statistical methods based on data resampling. EEGLAB functions are organized into three layers. Top-layer functions allow users to interact with the data through the graphic interface without needing to use MATLAB syntax. Menu options allow users to tune the behavior of EEGLAB to available memory. Middle-layer functions allow users to customize data processing using command history and interactive 'pop' functions. Experienced MATLAB users can use EEGLAB data structures and stand-alone signal processing functions to write custom and/or batch analysis scripts. Extensive function help and tutorial information are included. A 'plug-in' facility allows easy incorporation of new EEG modules into the main menu. EEGLAB is freely available (http://www.sccn.ucsd.edu/eeglab/) under the GNU public license for noncommercial use and open source development, together with sample data, user tutorial and extensive documentation.
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|---|---|---|---|---|
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| Tracking the cortical processing pathway of representational contents during emotional conflicts. | Gholamipourbarogh N et al. | β | 2025 | β |
| Traditional Machine Learning Outperforms EEGNet for Consumer-Grade EEG Emotion Recognition: A Comprehensive Evaluation with Cross-Dataset Validation. | Paredes Ocaranza CR et al. | β | 2025 | β |
| Trait-like visual cortical hyperactivity in trait anxiety. | Wu Z et al. | β | 2025 | β |
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| Traveling waves link human visual and frontal cortex during working memory-guided behavior. | Luo C et al. | β | 2025 | β |
| Triangular Neural Synchronization Patterns in Visual Impairment: A Comprehensive Case Series Exploring Multi-node Network Dynamics and the Neural Triangle Index. | Kimura A | β | 2025 | β |
| Triple network alteration predicts dissociative symptoms following activation of the attachment system: Evidence from an EEG connectivity study. | Carbone GA et al. | β | 2025 | β |
| Tuning into flavor: predicting coffee sensory attributes from EEG with boosted-tree regression models. | Bilucaglia M et al. | β | 2025 | β |
| Turning corners in built environments shifts spatial attention costs. | Djebbara Z et al. | β | 2025 | β |
| UKF-Based Model Parameter Estimation to Localize the Seizure Onset Zone in ECoG. | Lu J et al. | β | 2025 | β |
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| Uncovering the link between incidental physical activity and inhibition of automatic responses in aging. An ERP study. | Sanchez-Lopez J et al. | β | 2025 | β |
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| Validation of Neuphony 8-channel EEG flex cap: a comparative study with BioSemi 64-channel EEG system. | Rani A et al. | β | 2025 | β |
| Variability of Spatiotemporal-Rhythmic Network During Inhibitory Control in Repetitive Subconcussion. | Li X et al. | β | 2025 | β |
| Vascular Roads to a Healthier Brain: Lutein Moderates the Influence of Arterial Stiffness on Cognitive Function. | Verma S et al. | β | 2025 | β |
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| Visual Speech Reduces Cognitive Effort as Measured by EEG Theta Power and Pupil Dilation. | Man BKL et al. | β | 2025 | β |
| Visuomotor Training to Enhance Proprioception of Contralateral Wrist Based on the Cross-Transfer Effect. | Wang Y et al. | β | 2025 | β |
| Vocalisations are coupled with movement of all limbs throughout infancy. | Duda-GoΕawska J et al. | β | 2025 | β |
| Vocalization Type Shapes the Temporal Dynamics of Crossmodal Emotional Word Recognition: An Electroencephalography Study. | Liang J et al. | β | 2025 | β |
| Walking Modulates Active Auditory Sensing. | Chen X et al. | β | 2025 | β |
| When embodiment matters most: a confirmatory study on VR priming in motor imagery brain-computer interfaces training. | Esteves D et al. | β | 2025 | β |
| When your heart isn't in it anymore: cardiac correlates of task disengagement. | Corcoran AW et al. | β | 2025 | β |
| Where do I go? Decoding temporal neural dynamics of scene processing and visuospatial memory interactions using convolutional neural networks. | Naveilhan C et al. | β | 2025 | β |
| Which instrument should play here? Decoding predicted musical timbre from EEG signals during omission. | Ishida K et al. | β | 2025 | β |
| Wireless high-density electroencephalography in the perioperative setting. | Runstadler N et al. | β | 2025 | β |
| Zero-phase-delay synchrony between interacting neural populations: implications for functional connectivity-derived biomarkers. | Mehra C et al. | β | 2025 | β |