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Fig. 3 | BMC Medical Informatics and Decision Making

Fig. 3

From: Prediction and diagnosis of depression using machine learning with electronic health records data: a systematic review

Fig. 3

Machine Learning/Artificial Intelligence Methods for pre-processing and modelling (note LR variants add up to 11). Abbreviations:; ARM, Association Rule Mining; BRTLM, Bidirectional Representation Learning model with a Transformer architecture on Multimodal EHR; DNN/ANN, Deep Neural Network/Artificial Neural Network; KNN, K Nearest Neighbours; LASSO, Least Absolute Shrinkage Selection Operator; LR, Logistic Regression; MLP, Multilayer Perceptron; M SEQ, multiple-input multiple-output Sequence; NB, Naïve Bayes; SVM, Support Vector Machine; XGBoost, eXtreme Gradient Boosting

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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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