FEDERATED LEARNING METHOD AND FEDERATED LEARNING SYSTEM BASED ON MEDIATION PROCESS

A federated learning method and a federated learning system based on mediation process are provided. The federated learning method includes: dividing a plurality of client devices into a plurality of mediator groups, and generate a plurality of mediator modules; configuring a server device to broadc...

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Bibliographische Detailangaben
Hauptverfasser: WANG, PING-FENG, HSU, CHIUN-SHENG, CHOU, JERRY CHI-YUAN
Format: Patent
Sprache:eng
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Beschreibung
Zusammenfassung:A federated learning method and a federated learning system based on mediation process are provided. The federated learning method includes: dividing a plurality of client devices into a plurality of mediator groups, and generate a plurality of mediator modules; configuring a server device to broadcast initial model weight data to the plurality of mediator modules; configuring the plurality of mediator modules to execute a sequential training process for the plurality of mediator groups to train a target model and generate trained model weight data; configuring the server device to execute a weighted federated averaging algorithm to generate global model weight data; and configuring the server device to set the target model with the global model weight data to generate a global target model.