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. 13, 2025

Filed:

Dec. 23, 2020
Applicant:

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

Inventors:

Evgeny Shindin, Nesher, IL;

Eliezer Segev Wasserkrug, Haifa, IL;

Yishai Abraham Feldman, Tel Aviv, IL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06F 16/334 (2025.01); G06N 3/047 (2023.01); G06N 3/084 (2023.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 16/3346 (2019.01); G06N 3/047 (2023.01);
Abstract

A system and a method for increasing the classification confidence, with lesser dependence on large sets of training data, obtained by one or more machine learning based algorithms, by analyzing unstructured information using unstructured analysis pipeline comprising a probabilistic network such as a Bayesian network. The probabilistic network may comprise nodes associated with elements and cues defined by experts, and require fewer labelled data samples to train. The confidence level of the elements may be determined by machine learning and unstructured analysis methods and processed by the probabilistic network to estimate the confidence for a characterization quantity.


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