Distinguishing apathy and depression in older adults with mild cognitive impairment using text, audio, and video based on multiclass classification and shapely additive explanations
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DOI: 10.1002/gps.5827
Abstract: This study aimed to develop a classification model to detect and distinguish apathy and depression based on text, audio, and video features and to make use of the shapely additive explanations (SHAP) toolkit to increase… read more here.
Keywords: audio video; classification; text audio; additive explanations ... See more keywords
Interpretable machine learning with tree-based shapley additive explanations: Application to metabolomics datasets for binary classification
Sign Up to like & getrecommendations! Published in 2022 at "PLOS ONE"
DOI: 10.1101/2022.09.19.508550
Abstract: Machine learning (ML) models are used in clinical metabolomics studies most notably for biomarker discoveries, to identify metabolites that discriminate between a case and control group. To improve understanding of the underlying biomedical problem and… read more here.
Keywords: tree based; shapley additive; additive explanations; machine learning ... See more keywords