Ilias Tsoumas

17 papers A* 1B 1C 1Journal 11Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
Comparative Assessment of Multimodal Earth Observation Data for Soil Moisture Estimation.
CoRR
Ioannis Kontogiorgakis, Athanasios Askitopoulos, Iason Tsardanidis, Dimitrios Bormpoudakis, Ilias Tsoumas, Fotios Balampanis, Charalampos Kontoes
2025 B conf
Enhancing Soil Organic Carbon Mapping by Combining Remote Sensing and Farmer-Collected Data in a Machine Learning Framework.
IEEE Big Data
Athanasios Askitopoulos, Dimitrios Bormpoudakis, Iason Tsardanidis, Ilias Tsoumas, Dimitra A. Loka, Christos Noulas, Paraskevi Gripari, Alexandros Tsitouras, Charalampos Kontoes
2025 J jnl
Estimation of Agricultural Intensification Through Semisupervised Deep Learning on Sentinel-2 Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Iason Tsardanidis, Dimitrios Bormpoudakis, Ilias Tsoumas, Dimitra Loka, Christos Noulas, Alexandros Tsitouras, Charalampos Kontoes
2025 J jnl
Mapping of Weed Management Methods in Orchards using Sentinel-2 and PlanetScope Data.
CoRR
Ioannis Kontogiorgakis, Iason Tsardanidis, Dimitrios Bormpoudakis, Ilias Tsoumas, Dimitra Loka, Christos Noulas, Alexandros Tsitouras, Charalampos Kontoes
2025 J jnl
Positive-Unlabeled Learning for Control Group Construction in Observational Causal Inference.
CoRR
Ilias Tsoumas, Dimitrios Bormpoudakis, Vasileios Sitokonstantinou, Athanasios Askitopoulos, Andreas Kalogeras, Charalampos Kontoes, Ioannis Athanasiadis
2024 J jnl
Causal machine learning for sustainable agroecosystems.
CoRR
Vasileios Sitokonstantinou, Emiliano Díaz Salas Porras, Jordi Cerdà-Bautista, Maria Piles, Ioannis Athanasiadis, Hannah Kerner, Giulia Martini, Lily-belle Sweet, Ilias Tsoumas, Jakob Zscheischler, Gustau Camps-Valls
2024 C conf
Towards Global Crop Maps with Transfer Learning.
IGARSS
Alkiviadis Koukos, Hyun-Woo Jo, Vasileios Sitokonstantinou, Ilias Tsoumas, Charalampos Kontoes, Woo-Kyun Lee
2023 J jnl
Causality and Explainability for Trustworthy Integrated Pest Management.
CoRR
Ilias Tsoumas, Vasileios Sitokonstantinou, Georgios Giannarakis, Evagelia Lampiri, Christos Athanassiou, Gustau Camps-Valls, Charalampos Kontoes, Ioannis Athanasiadis
2023 A* conf
Evaluating Digital Agriculture Recommendations with Causal Inference.
AAAI
Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou, Alkiviadis Koukos, Dimitra Loka, Nikolaos S. Bartsotas, Charalampos Kontoes, Ioannis Athanasiadis
2023 J jnl
Understanding the impacts of crop diversification in the context of climate change: a machine learning approach.
CoRR
Georgios Giannarakis, Ilias Tsoumas, Stelios Neophytides, Christiana Papoutsa, Charalampos Kontoes, Diofantos G. Hadjimitsis
2022 J jnl
Evaluating Digital Agriculture Recommendations with Causal Inference.
CoRR
Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou, Alkiviadis Koukos, Dimitra Loka, Nikolaos S. Bartsotas, Charalampos Kontoes, Ioannis Athanasiadis
2022 J jnl
Evaluating Digital Tools for Sustainable Agriculture using Causal Inference.
CoRR
Ilias Tsoumas, Georgios Giannarakis, Vasileios Sitokonstantinou, Alkiviadis Koukos, Dimitra Loka, Nikolaos S. Bartsotas, Charalampos Kontoes, Ioannis Athanasiadis
2022 J jnl
Fuzzy clustering for the within-season estimation of cotton phenology.
CoRR
Vasileios Sitokonstantinou, Alkiviadis Koukos, Ilias Tsoumas, Nikolaos S. Bartsotas, Charalampos Kontoes, Vassilia Karathanassi
2022 — conf
Pest Presence Prediction Using Interpretable Machine Learning.
IVMSP
Ornela Nanushi, Vasileios Sitokonstantinou, Ilias Tsoumas, Charalampos Kontoes
2022 J jnl
Pest presence prediction using interpretable machine learning.
CoRR
Ornela Nanushi, Vasileios Sitokonstantinou, Ilias Tsoumas, Charalampos Kontoes
2020 — conf
Learning a Generalized Matrix from Multi-graphs Topologies Towards Microservices Recommendations.
IntelliSys (2)
Ilias Tsoumas, Chrysostomos Symvoulidis, Dimosthenis Kyriazis
2019 — conf
Modelling 5G Cloud-Native Applications by Exploiting the Service Mesh Paradigm.
EMCIS
Ilias Tsoumas, Chrysostomos Symvoulidis, Dimosthenis Kyriazis, Panagiotis Gouvas, Anastasios Zafeiropoulos, Javier Melian, Janez Sterle