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eess.SP2025
Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates
Nina Moutonnet, Gregory Scott, Danilo P. Mandic
The performance of deep learning methods critically depends on the quality and quantity of the available training data. This is especially the case for physiological time series, w…
eess.SP2024
Clinical translation of machine learning algorithms for seizure detection in scalp electroencephalography: systematic review
Nina Moutonnet, Steven White, Benjamin P Campbell +5
Machine learning algorithms for seizure detection have shown considerable diagnostic potential, with recent reported accuracies reaching 100%. Yet, only few published algorithms ha…