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METHOD FOR INTEGRATING AND FUSING HETEROGENEOUS DATA TYPES TO PERFORM PREDICTIVE ANALYSIS
METHOD FOR INTEGRATING AND FUSING HETEROGENEOUS DATA TYPES TO PERFORM PREDICTIVE ANALYSIS
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机译:整合和融合异构数据类型以进行预测分析的方法
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摘要
A method and system for predicting the onset of a disease is provided. According to one example, the method includes receiving patient data including a first input sample of a first data type and a second input sample of a second data type, the first data type including discrete data and the second data type including continuous data, receiving a training data set including a first plurality of training samples of the first data type and a corresponding second plurality of training samples of the second data type, providing the first input sample and the first plurality of training samples to a first kernel function of a multiple kernel decision function, providing the second input sample and the second plurality of training samples to a second kernel function of the multiple kernel decision function, performing at least one calculation using the multiple kernel decision function to produce at least one result, and determining a probability of whether the patient data indicates that the patient will develop the disease based on the at least one result of the multiple kernel decision function.
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