公开(公告)号：US20230368071A1

公开(公告)日：2023-11-16

申请号：US18104002

申请日：2023-01-31

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Mehmet Kerim YUCEL ,  Mete OZAY ,  Albert SAA-GARRIGA ,  Bruno MANGANELLI

IPC: G06N20/00 ,  G06T7/11

CPC classification number: G06N20/00 ,  G06T7/11 ,  G06T2207/20104 ,  G06T2207/20081

Abstract: A computer-implemented federated learning method is disclosed. The method comprises: for each of a number, n, of clients: determining a diversity score of a dataset corresponding to that client for training a machine learning model, wherein the diversity score is a measure of dataset variability; aggregating, weighted by the respective diversity score, models corresponding to each of the clients; and sending the aggregated model to at least one receiving client.

公开(公告)号：US20210065649A1

公开(公告)日：2021-03-04

申请号：US17006405

申请日：2020-08-28

Applicant: SAMSUNG ELECTRONICS CO, LTD.

Inventor： Albert SAA-GARRIGA ,  Alessandro VANDINI ,  Antoine LARRCHE ,  Prashant SHARMA ,  Robert SHARP

IPC: G09G5/00 ,  G06N20/00 ,  G10L25/51

Abstract: Apparatus for determining configuration settings for a display apparatus includes a processor and a memory storing instructions executable by the processor where the processor is configured to determine configuration settings for a display apparatus in dependence on one or more first input parameters indicative of one or more conditions that affect a user experience when a user views content reproduced on the display apparatus, predict an expected user response as a result of operating the display apparatus according to the determined configuration settings, search for an updated set of configuration settings that are expected to produce a user response closer to an intended result than the predicted user response, and control the display apparatus to operate according to the updated set of configuration settings.