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Towards Privacy and Utility in Tourette TIC Detection Through Pretraining Based on Publicly Available Video Data of Healthy Subjects

Data privacy is typically particularly difficult to achieve in medical applications of machine learning, despite its importance in this area. The datasets are often small, which is why machine learning models such as neural networks tend to memorize information about the training data. This allows c…