Georgios Douzas

Publication Activity (10 Years)

Years Active: 2017-2022
Publications (10 Years): 11

Top Topics

Data Generation

Imbalanced Datasets

Class Imbalance

Top Venues

Expert Syst. Appl.

Publications

Luís Camacho, Georgios Douzas, Fernando Bação
Geometric SMOTE for regression. Expert Syst. Appl. 193 (2022)
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) (2021)
Georgios Douzas, Rene Rauch, Fernando Bação
G-SOMO: An oversampling approach based on self-organized maps and geometric SMOTE. Expert Syst. Appl. 183 (2021)
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) (2021)
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) (2019)
Georgios Douzas, Fernando Bação
Geometric SMOTE a geometrically enhanced drop-in replacement for SMOTE. Inf. Sci. 501 (2019)
Georgios Douzas, Fernando Bação, Felix Last
Improving imbalanced learning through a heuristic oversampling method based on k-means and SMOTE. Inf. Sci. 465 (2018)
Georgios Douzas, Fernando Bação
Effective data generation for imbalanced learning using conditional generative adversarial networks. Expert Syst. Appl. 91 (2018)
Felix Last, Georgios Douzas, Fernando Bação
Oversampling for Imbalanced Learning Based on K-Means and SMOTE. CoRR (2017)
Georgios Douzas, Fernando Bação
Geometric SMOTE: Effective oversampling for imbalanced learning through a geometric extension of SMOTE. CoRR (2017)
Georgios Douzas, Fernando Bação
Self-Organizing Map Oversampling (SOMO) for imbalanced data set learning. Expert Syst. Appl. 82 (2017)