MEL Research Assistant
Medical & Engineering Lab — literature search, summaries and citations.
Application of machine learning to epileptic seizure detection
Proc. ICML · 2010
Patient-specific SVM classifiers detect seizure onset from scalp EEG with high sensitivity and low latency on the CHB-MIT dataset.
Shoeb, A., Guttag, J. (2010). Application of machine learning to epileptic seizure detection. Proc. ICML, 27, 975-982. https://doi.org/10.5555/3104322.3104446
EEG dynamics in patients with Alzheimer's disease
Clinical Neurophysiology · 2004
Reviews EEG slowing, reduced complexity and decreased synchrony as hallmarks of Alzheimer's disease, with diagnostic implications.
Jeong, J. (2004). EEG dynamics in patients with Alzheimer's disease. Clinical Neurophysiology, 115(7), 1490-1505. https://doi.org/10.1016/j.clinph.2004.01.001
The multimodal brain tumor image segmentation benchmark (BRATS)
IEEE Transactions on Medical Imaging · 2015
Introduces the BRATS benchmark of multimodal MRI glioma scans and compares 20 segmentation algorithms.
Menze, B. H., Jakab, A., Bauer, S. (2015). The multimodal brain tumor image segmentation benchmark (BRATS). IEEE Transactions on Medical Imaging, 34(10), 1993-2024. https://doi.org/10.1109/TMI.2014.2377694
EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces
Journal of Neural Engineering · 2018
A compact CNN architecture generalises across BCI paradigms with few parameters and interpretable features.
Lawhern, V. J., Solon, A. J., Waytowich, N. R. (2018). EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces. Journal of Neural Engineering, 15(5), 056013. https://doi.org/10.1088/1741-2552/aace8c
Natural speech reveals the semantic maps that tile human cerebral cortex
Nature · 2016
Voxel-wise fMRI models reveal semantic selectivity maps distributed across the cortex and consistent across subjects.
Huth, A. G., de Heer, W. A., Griffiths, T. L. (2016). Natural speech reveals the semantic maps that tile human cerebral cortex. Nature, 532, 453-458. https://doi.org/10.1038/nature17637