SYSTEMS AND METHODS FOR MATHEMATICAL REGRESSION WITH INEXACT FEEDBACK

摘要

The present invention provides methods for providing mathematical regressionanalysis. Inparticular, the method for conducting regression analysis comprises the stepsof: selecting aregression model; selecting an initial set of regression parameters; applyingthe regressionmodel to the initial set of regression parameters to create an initial set ofregression values;selecting an improved set of regression values, wherein the improved set ofregression values isselected from the set of initial regression values; generating a loss functionbased on theimproved set; applying an iterative optimization method to the loss functionand the improvedset of regression values to generate a resultant set of regression values; andoutputting theresultant set of regression values.