Search Results for author: Alkiviadis Koukos

Found 7 papers, 3 papers with code

Evaluating Digital Agriculture Recommendations with Causal Inference

no code implementations30 Nov 2022 Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou, Alkiviadis Koukos, Dimitra Loka, Nikolaos Bartsotas, Charalampos Kontoes, Ioannis Athanasiadis

To this end, we propose an observational causal inference framework for the empirical evaluation of the impact of digital tools on target farm performance indicators (e. g., yield in this case).

Causal Inference

Towards Global Crop Maps with Transfer Learning

no code implementations9 Nov 2022 Hyun-Woo Jo, Alkiviadis Koukos, Vasileios Sitokonstantinou, Woo-Kyun Lee, Charalampos Kontoes

A key enabler towards this direction are new satellite missions that freely offer big remote sensing data of high spatio-temporal resolution and global coverage.

Decision Making Time Series Analysis +1

Evaluating Digital Tools for Sustainable Agriculture using Causal Inference

no code implementations6 Nov 2022 Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou, Alkiviadis Koukos, Dimitra Loka, Nikolaos Bartsotas, Charalampos Kontoes, Ioannis Athanasiadis

To this end, we propose an observational causal inference framework for the empirical evaluation of the impact of digital tools on target farm performance indicators.

Causal Inference

Towards Space-to-Ground Data Availability for Agriculture Monitoring

1 code implementation16 May 2022 George Choumos, Alkiviadis Koukos, Vasileios Sitokonstantinou, Charalampos Kontoes

Nevertheless, the spatial resolution of satellite images is not always adequate to make accurate decisions for all fields.

Time Series Time Series Analysis

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