most citedEvaluating Digital Agriculture Recommendations with Causal Inference

5 citations · 19 across the 9 of their papers we have counts for

collaborators

9 papers

cs.LG20225 cited

Evaluating Digital Agriculture Recommendations with Causal Inference

Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou +5

In contrast to the rapid digitalization of several industries, agriculture suffers from low adoption of smart farming tools. While AI-driven digital agriculture tools can offer hig…

cs.LG20221 cited

Fuzzy clustering for the within-season estimation of cotton phenology

Vasileios Sitokonstantinou, Alkiviadis Koukos, Ilias Tsoumas +3

Crop phenology is crucial information for crop yield estimation and agricultural management. Traditionally, phenology has been observed from the ground; however Earth observation,…

cs.CV20223 cited

Towards Global Crop Maps with Transfer Learning

Hyun-Woo Jo, Alkiviadis Koukos, Vasileios Sitokonstantinou +2

The continuous increase in global population and the impact of climate change on crop production are expected to affect the food sector significantly. In this context, there is nee…

cs.LG20222 cited

Evaluating Digital Tools for Sustainable Agriculture using Causal Inference

Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou +5

In contrast to the rapid digitalization of several industries, agriculture suffers from low adoption of climate-smart farming tools. Even though AI-driven digital agriculture can o…

cs.LG20223 cited

Personalizing Sustainable Agriculture with Causal Machine Learning

Georgios Giannarakis, Vasileios Sitokonstantinou, Roxanne Suzette Lorilla +1

To fight climate change and accommodate the increasing population, global crop production has to be strengthened. To achieve the "sustainable intensification" of agriculture, trans…

cs.CV20221 cited

A Data Cube of Big Satellite Image Time-Series for Agriculture Monitoring

Thanassis Drivas, Vasileios Sitokonstantinou, Iason Tsardanidis +3

The modernization of the Common Agricultural Policy (CAP) requires the large scale and frequent monitoring of agricultural land. Towards this direction, the free and open satellite…