CONSTUCTION OF TARGETED ADAPTIVE DESIGNS AND ESTIMATOR LEARNING FOR ADAPTIVE DESIGNS

摘要

In one embodiment, a method for targeted adaptive design processing is provided. The method comprises: determining data for a first stage of an adaptive design, each stage of the adaptive design being a set of experiments that are adapted based on a design mechanism, the data for a stage including data for the set of experiments for that stage; determining an estimator based on the data for the first stage; and analyzing the data using the estimator to adapt the design mechanism for a next stage of the adaptive design, the adaptive design mechanism being considered more optimal to yield data for estimating a target parameter; and outputting the design mechanism for use in a second stage of the experiment. The method further comprises determining a second estimator for the adaptive design usable to estimate the target parameter of the adaptive design based on the analysis.