Invention Grant
- Patent Title: Predictive data analytics with automatic feature extraction
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Application No.: US16209249Application Date: 2018-12-04
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Publication No.: US12159231B2Publication Date: 2024-12-03
- Inventor: Dong Fang , Peter Cogan
- Applicant: Optum Services (Ireland) Limited
- Applicant Address: IE Dublin
- Assignee: Optum Services (Ireland) Limited
- Current Assignee: Optum Services (Ireland) Limited
- Current Assignee Address: IE Dublin
- Agency: Alston & Bird LLP
- Main IPC: G06N3/084
- IPC: G06N3/084 ; G06F18/10 ; G06F18/2113 ; G06F18/214 ; G06N3/08 ; G06N5/00 ; G06N20/00

Abstract:
There is a need for solutions that predictive data analytics with improved training efficiency and/or accuracy. This need can be addressed by, for example, processing an original feature entry to generate a group of low-order feature values, including performing a first number of iterations of a feature engineering transformation to generate a group of engineered feature values and determining the group of low-ordered feature values based on a number of feature values from the group of engineered feature values; processing the original feature entry to generate a group of high-order feature values; merging the group of low-order feature values and the group of high-order feature values to generate a processed feature entry corresponding to the original feature entry; and providing the processed feature entry as an input to a prediction unit.
Public/Granted literature
- US20200175314A1 PREDICTIVE DATA ANALYTICS WITH AUTOMATIC FEATURE EXTRACTION Public/Granted day:2020-06-04
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