The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Dec. 31, 2019
Filed:
Mar. 05, 2018
Nec Laboratories Europe Gmbh, Heidelberg, DE;
Francesco Alesiani, Heidelberg, DE;
Konstantinos Gkiotsalitis, Frankfurt, DE;
NEC CORPORATION, Tokyo, JP;
Abstract
A method for robust machine learning of a target system includes determining a disturbance budget and defining an optimization problem based on the disturbance budget. Input data is provided iteratively to the target system. The input data at a current iteration is an integrated solution of a previous iteration. A disturbance is generated iteratively. The disturbance at the current iteration is generated according to the disturbance budget and the input data at the current iteration. An optimal solution of the target system is generated iteratively. The optimal solution of the target system at the current iteration is generated based on the disturbance and the input data at the current iteration. The input data at the current iteration is integrated with the optimal solution of the target system at the current iteration to obtain an integrated solution of the current iteration.