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2020 – today
- 2022
[j9]Luís Camacho
, Georgios Douzas, Fernando Bação:
Geometric SMOTE for regression. Expert Syst. Appl. 193: 116387 (2022)- 2021
- [j8]Georgios Douzas, Rene Rauch, Fernando Bação:
G-SOMO: An oversampling approach based on self-organized maps and geometric SMOTE. Expert Syst. Appl. 183: 115230 (2021) - [j7]João Fonseca, Georgios Douzas, Fernando Bação:
Improving Imbalanced Land Cover Classification with K-Means SMOTE: Detecting and Oversampling Distinctive Minority Spectral Signatures. Inf. 12(7): 266 (2021) - [j6]João Fonseca, Georgios Douzas, Fernando Bação:
Increasing the Effectiveness of Active Learning: Introducing Artificial Data Generation in Active Learning for Land Use/Land Cover Classification. Remote. Sens. 13(13): 2619 (2021)
2010 – 2019
- 2019
- [j5]Georgios Douzas, Fernando Bação:
Geometric SMOTE a geometrically enhanced drop-in replacement for SMOTE. Inf. Sci. 501: 118-135 (2019) - [j4]Georgios Douzas, Fernando Bação, João Fonseca, Manvel Khudinyan:
Imbalanced Learning in Land Cover Classification: Improving Minority Classes' Prediction Accuracy Using the Geometric SMOTE Algorithm. Remote. Sens. 11(24): 3040 (2019) - 2018
- [j3]Georgios Douzas, Fernando Bação:
Effective data generation for imbalanced learning using conditional generative adversarial networks. Expert Syst. Appl. 91: 464-471 (2018) - [j2]Georgios Douzas, Fernando Bação, Felix Last:
Improving imbalanced learning through a heuristic oversampling method based on k-means and SMOTE. Inf. Sci. 465: 1-20 (2018) - 2017
- [j1]Georgios Douzas, Fernando Bação:
Self-Organizing Map Oversampling (SOMO) for imbalanced data set learning. Expert Syst. Appl. 82: 40-52 (2017) - [i2]Georgios Douzas, Fernando Bação:
Geometric SMOTE: Effective oversampling for imbalanced learning through a geometric extension of SMOTE. CoRR abs/1709.07377 (2017) - [i1]Felix Last, Georgios Douzas, Fernando Bação:
Oversampling for Imbalanced Learning Based on K-Means and SMOTE. CoRR abs/1711.00837 (2017)
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