Dec 31, 2018 · We introduce a novel inference accuracy optimizing mechanism for synchronizing model updates, which we call consistency of the fittest, in Sect.

We introduce a novel inference accuracy optimizing mechanism for synchronizing model updates, which we call consistency of the fittest, in Section. 3.

In this work, we analyze model consistency challenges of distributed online machine learning scenario and present preliminary solutions for synchronizing model ...

In this work, we analyze model consistency challenges of distributed online machine learning scenario and present preliminary solutions for synchronizing model ...

Aral, A., & Brandic, I. (2018). Consistency of the Fittest: Towards Dynamic Staleness Control for Edge Data Analytics. In G. Mencagli (Ed.), Euro-Par 2018.

Consistency of the Fittest: Towards Dynamic Staleness Control for Edge Data Analytics. Atakan Aral, Ivona Brandić. Institute of Information Systems ...

Jun 12, 2020 · In this work, we tackle the insularity, concept drift, and connectivity issues in edge data analytics to minimize its accuracy handicap without losing its ...

Consistency of the Fittest: Towards Dynamic Staleness Control for Edge Data Analytics. https://doi.org/10.1007/978-3-030-10549-5_4 · Full text.

In this work, we analyze model consistency challenges of distributed online machine learning scenario and present preliminary solutions for synchronizing model ...

Consistency of the Fittest: Towards Dynamic Staleness Control for Edge Data Analytics. In G. Mencagli (Ed.), <i>Lecture Notes in Computer Science</i> (pp ...