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:
Feb. 13, 2024
Filed:
Nov. 04, 2021
Applicant:
Umnai Limited, Ta′ Xbiex, MT;
Inventors:
Angelo Dalli, Floriana, MT;
Mauro Pirrone, Kalkara, MT;
Assignee:
UMNAI Limited, Ta′ Xbiex, MT;
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/042 (2023.01); G06N 5/045 (2023.01); G06N 3/048 (2023.01);
U.S. Cl.
CPC ...
G06N 3/042 (2023.01); G06N 3/048 (2023.01); G06N 5/045 (2013.01);
Abstract
An exemplary embodiment may provide an interpretable neural network with hierarchical conditions and partitions. A local function f(x) may model the feature attribution within a specific partition. The combination of all the local functions creates a globally interpretable model. Further, INNs may utilize an external process to identify suitable partitions during their initialization and may support training using back-propagation and related techniques.