Feature processing tradeoff management
US10169715B2 · kind B2 · utility
14Cited by
21References
21Claims
0Family size
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Key dates
| Filing date | Sep 17, 2014 |
| Grant date | Jan 1, 2019 |
| Priority date | — |
| Expiry date | Nov 2, 2037 |
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.