Listar por autor "Chaves, Antonio"
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A methodology for the development of soft sensors with Kafka-ML
Chaves, Antonio; Martín-Fernández, Cristian
; Llopis-Torres, Luis Manuel; Soler-Castillo, Enrique; Díaz-Rodríguez, Manuel (Springer, 2023)
Advances in the Internet-of-Things (IoT) field have allowed a wide variety of devices to be connected and send information continuously to the Internet. Thanks to this increase in data communication, machine learning (ML) ... -
Federated Learning Meets Blockchain: A Kafka-ML Integration for reliable model training using data streams
Martín-Fernández, Cristian; Chaves, Antonio; Díaz-Rodríguez, Manuel; Shahid, Adnan; SKIm, Kwang Soon (IEEE, 2024)
Machine learning data privacy has been improved with Federated Learning approaches. However, some obstacles to guaranteeing traceability, openness, and participant contribution incentives prevent its widespread use. In ...