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公开(公告)号:WO2022098216A1
公开(公告)日:2022-05-12
申请号:PCT/KR2021/095042
申请日:2021-05-20
Applicant: SAMSUNG ELECTRONICS CO., LTD.
Inventor: KASAL, Srinivas H , SRIVASTAVA, Prashant , SINHA, Sujit Kumar
IPC: H04N21/462 , H04N21/466 , H04N21/458 , G06N20/00
Abstract: A method in a networking environment to generate personalized data-streaming for a multimedia playback device is provided. The method includes deploying an ABR based data-streaming logic as a base-model at a multimedia playback device, obtaining parameters for a time duration based on a multimedia-playback at the multimedia playback device, obtaining a statistical mean for the parameters based on a first statistical analysis, identifying a parameter from the parameters by comparing the obtained mean against a threshold weight associated with the parameters in accordance with the base model, scaling the identified parameter in a predefined format as training, applying a second statistical analysis to the identified parameter of the playback device and another playback device for determining a covariance between both devices and determining a category of the playback device based on the covariance and deploying a version of the trained base model upon the playback device based on the category.