US Patent Issued to Pulselight Holdings on May 19 for "Model ecosystem" (Illinois, Texas Inventors)

ALEXANDRIA, Va., May 19 -- United States Patent no. 12,632,751, issued on May 19, was assigned to Pulselight Holdings Inc. (Austin, Texas).

"Model ecosystem" was invented by Jonathan Mugan (Buda, Texas) and Mallika Thanky (Chicago).

According to the abstract* released by the U.S. Patent & Trademark Office: "A system of machine learning ("ML") models for making actionable predictions regarding a low-incidence event, including a predictive ML model that has been trained on an augmented training data set comprising synthetic minority-class records to produce a prediction and a certainty ML model that produces a certainty estimate. A method of applying ML models to make an actionable prediction, including training a predictive ML model to mak...