ALEXANDRIA, Va., June 25 -- United States Patent no. 12,339,131, issued on June 24, was assigned to Allstate Insurance Co. (Northbrook, Ill.).

"Using context based machine learning for generation of customized driving outputs" was invented by Chanakykumar Bhavsar (Naperville, Ill.), Surender Kumar (Palatine, Ill.) and Matei Stroila (Chicago).

According to the abstract* released by the U.S. Patent & Trademark Office: "Aspects of the disclosure relate to using machine learning methods for customized output generation. A computing platform may train a model (using historical data) by classifying the historical data by a trip context, a device interaction context, and physical condition context, or a personality context, and training models u...