Systems and methods for calculating category proportions

Citation:

Aykut Firat, Mitchell Brooks, Christopher Bingham, Amac Herdagdelen, and Gary King. 11/1/2016. “Systems and methods for calculating category proportions.” United States of America 9,483,544 (U.S. Patent and Trademark Office). US Copy at http://j.mp/2mqwX8f
Patent1.22 MB
Systems and methods for calculating category proportions

Abstract:

Systems and methods are provided for classifying text based on language using one or more computer servers and storage devices. A computer-implemented method includes receiving a training set of elements, each element in the training set being assigned to one of a plurality of categories and having one of a plurality of content profiles associated therewith; receiving a population set of elements, each element in the population set having one of the plurality of content profiles associated therewith; and calculating using at least one of a stacked regression algorithm, a bias formula algorithm, a noise elimination algorithm, and an ensemble method consisting of a plurality of algorithmic methods the results of which are averaged, based on the content profiles associated with and the categories assigned to elements in the training set and the content profiles associated with the elements of the population set, a distribution of elements of the population set over the categories.

Last updated on 03/06/2017