Federated learning applications in soil spectroscopy

Soil spectroscopy has emerged as a key technique for rapid, non-destructive soil property prediction, yet the centralized nature of the training of machine learning models raises concerns around data privacy, accessibility, and transferability. This study proposes the application of Federated Learni...

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Bibliographic Details
Main Authors: Giannis Gallios, Nikolaos Tsakiridis, Nikolaos Tziolas
Format: Article
Language:English
Published: Elsevier 2025-04-01
Series:Geoderma
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S0016706125000977
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