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.

Date of Patent:
May. 25, 2021

Filed:

Jun. 06, 2017
Applicants:

International Business Machines Corporation, Armonk, NY (US);

Ramot AT Tel-aviv University Ltd., Tel Aviv, IL;

Inventors:

Haim Avron, Tel-Aviv, IL;

Guy M. Cohen, Ossining, NY (US);

Lior Horesh, North Salem, NY (US);

Raya Horesh, North Salem, NY (US);

Gal Shulkind, Somerville, MA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 7/00 (2006.01); G06N 20/00 (2019.01); G06F 30/00 (2020.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 30/00 (2020.01); G06N 7/005 (2013.01);
Abstract

A computer-implemented method is presented for optimal experimental design to correct a misspecified model approximating a behavior of a dynamic system. The method includes formulating an experiment, determining experimental settings for configuring controllable experimental parameters based on mutual information and submodularity, measuring informative values associated with each choice of experimental design, as prescribed by the controllable experimental parameters, and learning a correction function based on the measured informative values. The computer-implemented method further includes determining an experimental design setup for gaining information content, and combining the experimental design setup with the experimental settings to construct a corrected model of the dynamic system.


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