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:
Feb. 07, 2023

Filed:

Sep. 12, 2019
Applicant:

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

Inventors:

Michael Masin, Haifa, IL;

Alexander Zadorojniy, Haifa, IL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06K 9/62 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06K 9/6256 (2013.01); G06K 9/6297 (2013.01);
Abstract

A method, apparatus and a product for generating a dataset for a reinforcement model. The method comprises obtaining a plurality of different subsets of the set of features; for each subset of features, determining a policy using a Markov Decision Process; obtaining a state comprises a valuation of each feature of the set of features; applying the plurality of policies on the state, whereby obtaining a plurality of suggested actions for the state, based on different projections of the state onto different subsets of features; determining, for the state, one or more actions and corresponding scores thereof based on the plurality of suggested actions; and training a reinforcement learning model using the state and the one or more actions and corresponding scores thereof.


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