Invention Grant
- Patent Title: Using machine learning to estimate or forecast resource use with time-varying demand in gaming platforms
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Application No.: US15892148Application Date: 2018-02-08
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Publication No.: US11537933B2Publication Date: 2022-12-27
- Inventor: Arthur Remy Malan
- Applicant: Roblox Corporation
- Applicant Address: US CA San Mateo
- Assignee: Roblox Corporation
- Current Assignee: Roblox Corporation
- Current Assignee Address: US CA San Mateo
- Agency: IP Spring
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06N20/00

Abstract:
A method and system is disclosed for training a machine learning model by generating first training input that includes a first number of reports at a first point in time. The reports are submitted by the users of the gaming platform and identify incidents where content of the gaming platform violates a policy of use associated with the gaming platform. The method and system generates second training input including a number of resources active at the first point in time. The method and system generates first target output identifies a number of resources sufficient to evaluate the target percentage of the first number of reports. The method and system provide the training data to train the machine learning model on (i) a set of training inputs comprising the first training input and the second training input, and (ii) a set of target outputs comprising the first target output.
Public/Granted literature
- US20190244137A1 USING MACHINE LEARNING TO ESTIMATE OR FORECAST RESOURCE USE WITH TIME-VARYING DEMAND IN GAMING PLATFORMS Public/Granted day:2019-08-08
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