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Parkinson's disease detection based on features refinement through L1 regularized SVM and deep neural network - Scientific Reports

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Parkinson's disease detection based on features refinement through L1 regularized SVM and deep neural network - Scientific Reports

In previous studies, replicated and multiple types of speech data have been used for Parkinson's disease (PD) detection. However, two main problems in these studies are lower PD detection accuracy and inappropriate validation methodologies leading to unreliable results. This study discusses the effects of inappropriate validation methodologies used in previous studies and highlights the use of appropriate alternative validation methods that would ensure generalization.

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Parkinson's disease detection based on features refinement through L1 regularized SVM and deep neural network - Scientific Reports

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Parkinson's disease detection based on features refinement through L1 regularized SVM and deep neural network - Scientific Reports

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