Improving imbalanced learning through a heuristic oversampling method based on k-means and SMOTE G Douzas, F Bacao, F Last Information sciences 465, 1-20, 2018 | 1177 | 2018 |
Effective data generation for imbalanced learning using conditional generative adversarial networks G Douzas, F Bacao Expert Systems with applications 91, 464-471, 2018 | 614 | 2018 |
Geometric SMOTE a geometrically enhanced drop-in replacement for SMOTE G Douzas, F Bacao Information sciences 501, 118-135, 2019 | 242 | 2019 |
Self-Organizing Map Oversampling (SOMO) for imbalanced data set learning G Douzas, F Bacao Expert systems with Applications 82, 40-52, 2017 | 189 | 2017 |
Imbalanced learning in land cover classification: Improving minority classes’ prediction accuracy using the geometric SMOTE algorithm G Douzas, F Bacao, J Fonseca, M Khudinyan Remote Sensing 11 (24), 3040, 2019 | 86 | 2019 |
Geometric SMOTE for regression L Camacho, G Douzas, F Bacao Expert Systems with Applications 193, 116387, 2022 | 62 | 2022 |
Improving imbalanced land cover classification with K-Means SMOTE: detecting and oversampling distinctive minority spectral signatures J Fonseca, G Douzas, F Bacao Information 12 (7), 266, 2021 | 37 | 2021 |
Geometric SMOTE: Effective oversampling for imbalanced learning through a geometric extension of SMOTE G Douzas, F Bacao arXiv preprint arXiv:1709.07377, 2017 | 22 | 2017 |
G-SOMO: An oversampling approach based on self-organized maps and geometric SMOTE G Douzas, R Rauch, F Bacao Expert Systems with Applications 183, 115230, 2021 | 20 | 2021 |
Increasing the effectiveness of active learning: introducing artificial data generation in active learning for land use/land cover classification J Fonseca, G Douzas, F Bacao Remote Sensing 13 (13), 2619, 2021 | 19 | 2021 |
Coset space dimensional reduction and Wilson flux breaking of ten-dimensional N=1, E8 gauge theory G Douzas, T Grammatikopoulos, G Zoupanos European Physical Journal C 59, 917-935, 2009 | 17 | 2009 |
Improving the quality of predictive models in small data GSDOT: A new algorithm for generating synthetic data G Douzas, M Lechleitner, F Bacao Plos one 17 (4), e0265626, 2022 | 16 | 2022 |
Coset space dimensional reduction and classification of semi‐realistic particle physics models G Douzas, T Grammatikopoulos, J Madore, G Zoupanos Progress of Physics 56 (4-5), 422-429, 2008 | 4 | 2008 |
Using Genetic Programming to Improve Data Collection for Offline Reinforcement Learning DR Halder, F Bacao, G Douzas Available at SSRN 4980054, 2024 | | 2024 |