Execution of a genetic algorithm having variable epoch size with selective execution of a training algorithm

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United States of America Patent

PATENT NO 11853893
APP PUB NO 20210287097A1
SERIAL NO

17335954

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Abstract

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A method includes generating, by a processor of a computing device, a first plurality of models (including a first number of models) based on a genetic algorithm and corresponding to a first epoch of the genetic algorithm. The method includes determining whether to modify an epoch size for the genetic algorithm during a second epoch of the genetic algorithm based on a convergence metric associated with at least one epoch that is prior to the second epoch. The second epoch is subsequent to the first epoch. The method further includes, based on determining to modify the epoch size, generating a second plurality of models (including a second number of models that is different than the first number) based on the genetic algorithm and corresponding to the second epoch. Each model of the first plurality of models and the second plurality of models includes data representative of neural networks.

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Patent Owner(s)

Patent OwnerAddress
SPARKCOGNITION INC4030 WEST BRAKER LANE BUILDING 4 SUITE 450 AUSTIN TX 78759

International Classification(s)

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  • 2021 Application Filing Year
  • G06N Class
  • 16935 Applications Filed
  • 6768 Patents Issued To-Date
  • 39.97 % Issued To-Date

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Andoni, Sari Austin, US 19 180
Bonab, Elmira M Austin, US 12 55
Choi, Junhwan Austin, US 11 64
Moore, Keith D Cedar Park, US 21 222

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Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges12522563101 - 1011 - 2021 - 30010020030040050060070080090010001100120013001400

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