ALEXANDRIA, Va., Sept. 10 -- United States Patent no. 12,411,824, issued on Sept. 9, was assigned to Siemens Mobility GmbH (Munich).

"Method of assessing input-output datasets using local complexity values and associated data structure" was invented by Thomas Waschulzik (Freising, Germany), Simon Geerkens (Dusseldorf, Germany) and Christian Sieberichs (Dusseldorf, Germany).

According to the abstract* released by the U.S. Patent & Trademark Office: "In a computer-implemented method of enabling an assessment of a plurality of datasets, the datasets each includes an input datapoint and an associated output datapoint. The plurality of datasets can be part of training data or validation data of a machine-learning algorithm such as a neural net...