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:
Aug. 15, 2023

Filed:

Sep. 03, 2019
Applicant:

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

Inventors:

Xue Ying Zhang, Xi'an, CN;

Jing Xu, Xi'an, CN;

Xiao Ming Ma, Xi'an, CN;

Jing James Xu, Xi'an, CN;

Ying Xu, Xi'an, CN;

Ang Chang, Xi'an, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/20 (2019.01); G06N 5/045 (2023.01); G06N 20/10 (2019.01); G06F 18/22 (2023.01); G06F 18/214 (2023.01);
U.S. Cl.
CPC ...
G06N 20/20 (2019.01); G06F 18/214 (2023.01); G06F 18/22 (2023.01); G06N 5/045 (2013.01); G06N 20/10 (2019.01);
Abstract

A computer-implemented method, system and computer program product for generating personalized recommendations to address a target problem. A machine learning prediction model directed to a target problem for an individual is built with historical data. After receiving data about the individual, a prediction for the individual is obtained in connection with the target problem by the built model using the received data about the individual. Key predictors (e.g., parameters) and their weight for the individual are generated using the prediction by an explanation model. Record(s) are identified from the historical data by performing similarity analysis of the historical data using the key predictors and their weight. Such records provide a population closely related to the individual with respect to the target problem. These records are then analyzed and recommendations are provided to a user to solve the target problem for the individual based on the analysis of the identified record(s).


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