DEVICE, SYSTEM AND METHOD FOR ADJUSTING OPERATION OF A PROGRAMMATIC APPLICATION USING AN ENSEMBLE OF DECISION TREES
卷宗概要
发明人
Hongliu CAO; Jean-Alexis BERRANGER; Jessy CHENAVAS; Nicolas DOMINGUES; Joel SMITH; Shuang LI
IPC 分类
CPC 分类
A computing device receives: input and output from a programmatic application that refines given resource usage; and feedback data indicating feedback regarding the output from the programmatic application, the feedback data including negative feedback indicating a subset of the output that was changed or indicated as poor output. The computing device builds a prediction model comprising an ensemble of decision trees using the input and the output. Based on the feedback data, the computing device extracts, from the prediction model, new rules, which indicate instances of when the output is further refinable, the new rules covering at least a given portion of the output associated with negative feedback. The computing device adjusts the programmatic application, based on the new rules.
原文(中文)
A computing device receives: input and output from a programmatic application that refines given resource usage; and feedback data indicating feedback regarding the output from the programmatic application, the feedback data including negative feedback indicating a subset of the output that was changed or indicated as poor output. The computing device builds a prediction model comprising an ensemble of decision trees using the input and the output. Based on the feedback data, the computing device extracts, from the prediction model, new rules, which indicate instances of when the output is further refinable, the new rules covering at least a given portion of the output associated with negative feedback. The computing device adjusts the programmatic application, based on the new rules.