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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

C. Kontoes

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3 papers indexed here

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Open access Sep 2026

A Machine Learning Framework for Flood Risk Assessment With Imbalanced Data

This study presents a machine‐learning framework for identifying areas of elevated flood risk using imbalanced, high‐dimensional geospatial datasets. Using the Mandra River Basin in Greece as a case study, an extreme gradient boosting (XGBoost) classifier was trained on 11 flood‐related features including hydrologica...

A. Tsouni, C. Panagiotou, Charalampos Konstantinou et al. · 0 citations
Jul 2026

Space2Ground 2.0: A Multi-Source Dataset and Framework for Agricultural Monitoring through Fusion of Street-Level and Satellite Imagery

A multi-source framework integrating Sentinel-1 SAR and Sentinel-2 multispectral time series with geo-tagged street-level imagery acquired using vehicle-mounted cameras and shared through the Mapillary platform, providing an openly available benchmark dataset and a reproducible methodology for multimodal agricultural m...

Iason Tsardanidis, Alkiviadis Koukos, George Choumos et al. · 0 citations

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