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.
Patent No.:
Date of Patent:
Nov. 29, 2022
Filed:
Jun. 11, 2021
Datarobot, Inc., Boston, MA (US);
Mark Benjamin Romanowsky, Brookline, MA (US);
Jared Bowns, Newburyport, MA (US);
Thomas Whitehead, Cambridge, MA (US);
Thomas Stearns, Medford, MA (US);
Xavier Conort, Singapore, SG;
Anastasiia Tamazlykar, Kyiv, UA;
Mohak Saxena, East Walpole, MA (US);
DataRobot, Inc., Boston, MA (US);
Abstract
Systems and methods are described for interpreting machine learning model predictions. An example method includes: providing a machine learning model configured to receive a plurality of features as input and provide a prediction as output, wherein the plurality of features includes an engineered feature including a combination of two or more parent features; calculating a Shapley value for each feature in the plurality of features; and allocating a respective portion of the Shapley value for the engineered feature to each of the two or more parent features.