Research
Research on machine learning, imbalanced data and theoretical particle physics. See also my Google Scholar profile.
Improving the Quality of Predictive Models in Small Data GSDOT: A New Algorithm for Generating Synthetic Data
Douzas, G., Lechleitner, M. and Bacao, F.
PLOS ONE, 2022
Geometric SMOTE for Regression
Camacho, L., Douzas, G. and Bacao, F.
Expert Systems with Applications, 2022
G-SOMO: An Oversampling Approach Based on Self-Organized Maps and Geometric SMOTE
Douzas, G., Rauch, R. and Bacao, F.
Expert Systems with Applications, 2021
Increasing the Effectiveness of Active Learning: Introducing Artificial Data Generation in Active Learning for Land Use/Land Cover Classification
Fonseca, J., Douzas, G. and Bacao, F.
Remote Sensing, 2021
Improving Imbalanced Land Cover Classification with K-Means SMOTE: Detecting and Oversampling Distinctive Minority Spectral Signatures
Fonseca, J., Douzas, G. and Bacao, F.
Information, 2021
Imbalanced Learning in Land Cover Classification: Improving Minority Classes’ Prediction Accuracy Using the Geometric SMOTE Algorithm
Douzas, G., Bacao, F., Fonseca, J. and Khudinyan, M.
Remote Sensing, 2019
Geometric SMOTE: A Geometrically Enhanced Drop-In Replacement for SMOTE
Douzas, G. and Bacao, F.
Information Sciences, 2019
Improving Imbalanced Learning Through a Heuristic Oversampling Method Based on K-Means and SMOTE
Douzas, G., Bacao, F. and Last, F.
Information Sciences, 2018
Effective Data Generation for Imbalanced Learning Using Conditional Generative Adversarial Networks
Douzas, G. and Bacao, F.
Expert Systems with Applications, 2018
Oversampling for Imbalanced Learning Based on K-Means and SMOTE
Last, F., Douzas, G. and Bacao, F.
arXiv, 2017
Geometric SMOTE: Effective Oversampling for Imbalanced Learning Through a Geometric Extension of SMOTE
Douzas, G. and Bacao, F.
arXiv, 2017
Self-Organizing Map Oversampling (SOMO) for Imbalanced Data Set Learning
Douzas, G. and Bacao, F.
Expert Systems with Applications, 2017
Coset Space Dimensional Reduction and Wilson Flux Breaking of Ten-Dimensional N=1, E8 Gauge Theory
Douzas, G., Grammatikopoulos, T. and Zoupanos, G.
The European Physical Journal C, 2008
Coset Space Dimensional Reduction and Classification of Semi-Realistic Particle Physics Models
Douzas, G., Grammatikopoulos, T., Madore, J. and Zoupanos, G.
Fortschritte der Physik, 2008