ALEXANDRIA, Va., July 9 -- United States Patent no. 12,353,980, issued on July 8, was assigned to TATA CONSULTANCY SERVICES Ltd. (Mumbai, India).

"System and method for mitigating generalization loss in deep neural network for time series classification" was invented by Arijit Ukil (Kolkata, India), Soma Bandyopadhyay (Kolkata, India) and Arpan Pal (Kolkata, India).

According to the abstract* released by the U.S. Patent & Trademark Office: "This disclosure relates generally to a system and a method for mitigating generalization loss in deep neural network for time series classification. In an embodiment, the disclosed method includes compute an entropy of a timeseries training dataset, and a mean and a variance of the entropy and a regula...