Patent · US Active

Systems and methods for predictive modeling

US12288014B1 · kind B1 · utility

0Cited by
1References
20Claims
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Inventors

Key dates

Filing dateSep 9, 2024
Grant dateApr 29, 2025
Priority date
Expiry dateSep 9, 2044

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N20/20
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Discussed herein are methods and systems for an interdependent series/suite of AI models. In one embodiment, a processor receives projection assumption inputs from a user device and executes a population builder machine learning model to predict a dynamic adjustment table. It applies the model to population data to generate a value population file, which simulates a subset of the population based on the predicted table. The file contains value cells representing instances of a product. The device then runs a mortality machine learning model to determine mortality data for the product using the simulated population. Finally, it executes a flow projection model to generate a projection report for the product, incorporating mortality data and projection assumptions.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.