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335 results about "Ischemic Heart Diseases" patented technology

Method for predicting bleeding events in patients with ischemic heart diseases based on lifting-resampling and feature correlation analysis

The invention discloses a method for predicting bleeding events in patients with ischemic heart diseases based on lifting-resampling and feature correlation analysis. The method includes the steps of(1) constructing training samples; (2) introducing a lifting-resampling framework for resampling of the training samples based on a logistic regression model, constructing a loss function of the logistic regression model based on patient sample-sample correlations and patient feature-feature correlations, and constructing a pre-training model; (3) using the training samples and true value labels corresponding to the training samples for training the pre-training model, using an equalized subsample set obtained by resampling for training the logistic regression model in each iteration to obtaina weak classifier corresponding to the equalized subsample set, and using multiple weak classifiers obtained after multiple iterations to constitute a predictive model of the bleeding events in the patients with the ischemic heart diseases; (4) using the predictive model of the bleeding events in the patients with the ischemic heart diseases to predict the probability of occurrence of bleeding events in samples to be tested.
Owner:ZHEJIANG UNIV
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