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:
Dec. 17, 2024

Filed:

Apr. 15, 2021
Applicant:

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

Inventors:

Indervir Singh Banipal, Austin, TX (US);

Shikhar Kwatra, San Jose, CA (US);

Nadiya Kochura, Bolton, MA (US);

Sourav Mazumder, Contra Costa, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/088 (2023.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 5/01 (2023.01);
U.S. Cl.
CPC ...
G06N 3/088 (2013.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 5/01 (2023.01);
Abstract

An embodiment includes parsing an input dataset associated with a first node of a decision tree, where the input dataset includes a set of profile values for a set of projected usage parameters for a computing environment. The embodiment identifies a structure of the dataset using a recursive neural network that predicts a question sequence in a hierarchical tree format. The embodiment calculates a first deviation from the predicted question sequence and determines whether the deviation exceeds a threshold value. The embodiment generates a modified input dataset using a disambiguation rule and calculates a second deviation of the modified structure from the predicted question sequence and determines whether the deviation exceeds the threshold value. The embodiment assembles a customized hierarchical path using a generative model and assembles the customized hierarchical path by performing iterations of generating a series of candidate questions until a leaf node is reached.


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