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:
Nov. 08, 2022

Filed:

Aug. 22, 2019
Applicant:

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

Inventors:

Damir Spisic, Chicago, IL (US);

Jing Xu, Xi'an, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 5/02 (2006.01); G06N 20/20 (2019.01); G06N 5/04 (2006.01); G06F 16/22 (2019.01); G06F 16/2457 (2019.01);
U.S. Cl.
CPC ...
G06F 16/2246 (2019.01); G06F 16/24578 (2019.01); G06N 5/025 (2013.01); G06N 5/046 (2013.01); G06N 20/00 (2019.01); G06N 20/20 (2019.01);
Abstract

Mechanisms are provided for detecting interesting decision rules from a set of decision rules in a tree ensemble. Each tree in the tree ensemble is traversed in order to assign each individual data record from a set of data records to an identified leaf node in each tree. Predicted values are determined for the tree ensemble based on predictions provided by each leaf node to which each individual data record is assigned. Interesting sub-indices for decision rules from the set of decision rules are determined and, for each decision rule corresponding to the leaf nodes in the tree ensemble, the sub-indices are combined into interestingness index I. The decision rules are ranked corresponding to the leaf nodes in the tree ensemble according to the associated value of the interestingness index Iand a subset of the decision rules corresponding to the leaf nodes in the tree ensemble are reported.


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