Patent · US Active

Feature processing tradeoff management

US11379755B2 · kind B2 · utility

1Cited by
21References
20Claims
0Family size

Assignee

Inventors

Key dates

Filing dateDec 21, 2018
Grant dateJul 5, 2022
Priority date
Expiry dateDec 1, 2040

Classification

  • Technology area (CPC H)Electricity
  • CPC primaryH04L67/10
  • WIPO fieldDigital communication
  • WIPO sectorElectrical engineering

Abstract

At a machine learning service, a set of candidate variables that can be used to train a model is identified, including at least one processed variable produced by a feature processing transformation. A cost estimate indicative of an effect of implementing the feature processing transformation on a performance metric associated with a prediction goal of the model is determined. Based at least in part on the cost estimate, a feature processing proposal that excludes the feature processing transformation is implemented.

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