Invention Grant
- Patent Title: Pruning field weights for content selection
-
Application No.: US17750461Application Date: 2022-05-23
-
Publication No.: US11687978B2Publication Date: 2023-06-27
- Inventor: Junwei Pan , Tian Zhou , Aaron Eliasib Flores
- Applicant: Yahoo Assets LLC
- Applicant Address: US VA Dulles
- Assignee: Yahoo Assets LLC
- Current Assignee: Yahoo Assets LLC
- Current Assignee Address: US NY New York
- Agency: Cooper Legal Group LLC
- Main IPC: G06Q30/0273
- IPC: G06Q30/0273 ; G06N3/082 ; G06N7/01 ; G06F16/903

Abstract:
One or more computing devices, systems, and/or methods are provided. A machine learning model may be trained using a plurality of sets of information. One or more pruning operations may be performed in association with the training to generate a machine learning model with a sparse set of field weights associated with feature fields associated with features of the plurality of sets of auction information. A request for content associated with a client device may be received. A set of features associated with the request for content may be determined. Positive signal probabilities associated with a plurality of content items may be determined using the machine learning model based upon field weights, of the machine learning model, associated with the set of features. A content item may be selected from the plurality of content items for presentation via the client device based upon the positive signal probabilities.
Public/Granted literature
- US20220277354A1 PRUNING FIELD WEIGHTS FOR CONTENT SELECTION Public/Granted day:2022-09-01
Information query