ALEXANDRIA, Va., Jan. 13 -- United States Patent no. 12,524,229, issued on Jan. 13, was assigned to Fidelity Information Services LLC (Jacksonville, Fla.).

"Systems and methods for risk awareness using machine learning techniques" was invented by Per Karlsson (Saint Johns, Fla.), Benjamin Wellmann (Boca Raton, Fla.), Sheel Saket (Wheeling, Ill.) and Vida Lashkari (Atlanta).

According to the abstract* released by the U.S. Patent & Trademark Office: "A method for training and using a machine-learning based model to reduce and troubleshoot incidents in a system may include receiving first metadata regarding a previous modification, extracting a first feature from the received first metadata, receiving second metadata regarding a previous inc...