Patent · US Active

Feature equivalence and document abnormality threshold determination

US12131230B1 · kind B1 · utility

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20Claims
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Key dates

Filing dateAug 4, 2020
Grant dateOct 29, 2024
Priority date
Expiry dateFeb 15, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06F21/50
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A method includes, as part of establishing a feature merging threshold (α) for determining equivalence between two features, selecting a set of candidate α values, partitioning training data into a plurality of groups, establishing a model Wα for each α value of the set of candidate α values, iteratively performing: selecting a next group of training data of the plurality of groups of training data; adding the selected next group of training data to a training set; and for each α value in the set of candidate α values: training the Wα for the α value using the training set, and evaluating a size of Wα, the size comprising a number of features included in the model, and choosing the feature merging threshold α based on the iteratively performing.

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