US Patent Issued to Federal Home Loan Mortgage Corporation ("FREDDIE MAC") on Sept. 30 for "Tree-based system problem prediction and mitigation" (Virginia, Florida Inventors)

ALEXANDRIA, Va., Sept. 30 -- United States Patent no. 12,430,198, issued on Sept. 30, was assigned to Federal Home Loan Mortgage Corporation ("FREDDIE MAC") (McLean, Va.).

"Tree-based system problem prediction and mitigation" was invented by Keenan Moukarzel (Orlando, Fla.), Tatyana Krol (Reston, Va.) and Chengcheng Xiong (Fairfax, Va.).

According to the abstract* released by the U.S. Patent & Trademark Office: "In an illustrative embodiment, systems and methods for predicting network service outages gather log data from processes executing on computing device(s), produce training data from the log data for training tree-based machine learning model(s) and metrics calculated therefrom, periodically apply data sets derived from future log ...