Invention Grant
- Patent Title: Memorization model for context violations
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Application No.: US15608803Application Date: 2017-05-30
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Publication No.: US10853838B2Publication Date: 2020-12-01
- Inventor: Yang Mu , Emanuel Alexandre Strauss , Daniel Olmedilla de la Calle
- Applicant: Facebook, Inc.
- Applicant Address: US CA Menlo Park
- Assignee: Facebook, Inc.
- Current Assignee: Facebook, Inc.
- Current Assignee Address: US CA Menlo Park
- Agency: Fenwick & West LLP
- Main IPC: G06Q30/00
- IPC: G06Q30/00 ; G06Q30/02 ; G06K9/00 ; G06K9/62 ; G06Q50/00

Abstract:
For various content campaigns (or content), an online system predicts a likelihood score of context violations (e.g., account term violations) of a content campaign. The online system derives a plurality of feature vectors of the content campaign. The online system predicts a likelihood score of context violation of the content campaign using a memorization model based on the plurality of feature vectors. The memorization model comprises a plurality of categories and a plurality of items of each category. Each of the plurality of categories has a category weight, and each of the plurality of items of each category has an item weight. The predicted likelihood score is based on a combination of a plurality of category weights and a plurality of item weights associated with the plurality of feature vectors. The online system performs an action affecting the content campaign based in part on the predicted likelihood score.
Public/Granted literature
- US20180349942A1 MEMORIZATION MODEL FOR CONTEXT VIOLATIONS Public/Granted day:2018-12-06
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