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Systems and methods for adjusting data processing components for non-operational targets

Grant US12596926B2 Kind: B2 Apr 07, 2026

Assignee

Capital One Services, LLC

Inventors

Aamer Charania, Abhisek Jana, Jiankun Liu, Behrouz Saghafi Khadem

Abstract

Systems and methods for adjusting data processing components. In some aspects, the systems and methods include training a first machine learning model using a similarity graph generated based on training entries to predict whether a target system related to a node in the similarity graph will be non-operational within a future period of time, processing using the trained first machine learning model an updated similarity graph generated based on training and inference entries to predict for each node for the inference entries whether a target system related to the node will be non-operational within the future period of time, processing using a second machine learning model predictions and associated inference entries to predict that a target system related to a node for an entry will be non-operational within the future period of time, and adjusting data processing components related to the target system.

CPC Classifications

G06N 3/08 G06N 3/04 G06N 3/063 G06N 20/20 G06N 20/00 G06N 3/042 G06N 5/01 G06F 18/22 G06F 18/24147 G06F 18/29

Filing Date

2022-09-30

Application No.

17956996

Claims

20