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:
Sep. 05, 2023

Filed:

Feb. 19, 2020
Applicant:

American Express Travel Related Services Company, Inc., New York, NY (US);

Inventors:

Sandeep Bose, Scottsdale, AZ (US);

Ravneet Ghuman, Phoenix, AZ (US);

Madhu Sudhan Reddy Gudur, Phoenix, AZ (US);

Vinod Yadav, Scottsdale, AZ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/44 (2018.01); G06N 20/00 (2019.01); G06N 5/00 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/003 (2013.01);
Abstract

Disclosed are various embodiments for using decision trees for machine-learning when data is missing from a data set. A first attribute for splitting a plurality of records is identified. Then, the plurality of records are split into a first subset of records and a second subset of records. The first subset of records can include each of the plurality of records where a value is present for the first attribute and the second subset of records comprising each of the plurality of records where the value is absent for the first attribute. Finally, a node can be added to a decision tree that reflects the split of the plurality of records into the first subset of records and the second subset of records.


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