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Forecasting events by modeling time series data

Grant US12591787B1 Kind: B1 Mar 31, 2026

Assignee

United Services Automobile Association (USAA)

Inventors

Austin Jenkins, Matthew Christopher Kaplan, Conor Wroble

Abstract

An event forecasting system can filer time series data by identifying outliers and/or data instances that align with an exception, and either remove or replace them. The event forecasting system can further select a set of models expected to be best predictive for the time series data by performing an initial ranking using a first part of the time series data, validated by a second part; and performing a second ranking of the best models using the first part and second parts of the time series data, validated by a third part. Finally, the event forecasting system can output results to a user interface where a user can view the known and predicted data values and make injects to manually adjust the predicted values as desired.

CPC Classifications

G06N 20/00 G06F 30/20 G06F 18/214 G06F 17/18

Filing Date

2022-02-10

Application No.

17668631

Claims

20