4 papers
Comparative Assessment of Multimodal Earth Observation Data for Soil Moisture Estimation
Ioannis Kontogiorgakis, Athanasios Askitopoulos, Iason Tsardanidis +4
Accurate soil moisture (SM) estimation is critical for precision agriculture, water resources management and climate monitoring. Yet, existing satellite SM products are too coarse…
Mapping of Weed Management Methods in Orchards using Sentinel-2 and PlanetScope Data
Ioannis Kontogiorgakis, Iason Tsardanidis, Dimitrios Bormpoudakis +5
Effective weed management is crucial for improving agricultural productivity, as weeds compete with crops for vital resources like nutrients and water. Accurate maps of weed manage…
Positive-Unlabeled Learning for Control Group Construction in Observational Causal Inference
Ilias Tsoumas, Dimitrios Bormpoudakis, Vasileios Sitokonstantinou +4
In causal inference, whether through randomized controlled trials or observational studies, access to both treated and control units is essential for estimating the effect of a tre…
Causal machine learning for sustainable agroecosystems
Vasileios Sitokonstantinou, Emiliano DÃaz Salas Porras, Jordi Cerdà Bautista +8
In a changing climate, sustainable agriculture is essential for food security and environmental health. However, it is challenging to understand the complex interactions among its…