Edesio Alcobaça

11 papers Journal 8Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
A literature review on automated machine learning.
Artif. Intell. Rev.
Edesio Alcobaça, André C. P. L. F. de Carvalho
2025 J jnl
Dynamic Design of Machine Learning Pipelines via Metalearning.
CoRR
Edesio Alcobaça, André C. P. L. F. de Carvalho
2025 — conf
Exploring One Million Machine Learning Pipelines: A Benchmarking Study.
AutoML
Edesio Alcobaça, André Carlos Ponce de Leon Ferreira de Carvalho
2021 — conf
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification.
NeurIPS (Competition and Demos)
Adrian El Baz, Ihsan Ullah, Edesio Alcobaça, André C. P. L. F. de Carvalho, Hong Chen, Fabio Ferreira, Henry Gouk, Chaoyu Guan, Isabelle Guyon, Timothy M. Hospedales, Shell Hu, Mike Huisman, Frank Hutter, Zhengying Liu, Felix Mohr, Ekrem Öztürk, Jan N. van Rijn, Haozhe Sun, Xin Wang, Wenwu Zhu
2020 J jnl
Boosting meta-learning with simulated data complexity measures.
Intell. Data Anal.
Luís Paulo F. Garcia, Adriano Rivolli, Edesio Alcobaça, Ana Carolina Lorena, André C. P. L. F. de Carvalho
2020 J jnl
MFE: Towards reproducible meta-feature extraction.
J. Mach. Learn. Res.
Edesio Alcobaça, Felipe Siqueira, Adriano Rivolli, Luís Paulo F. Garcia, Jefferson Tales Oliva, André C. P. L. F. de Carvalho
2020 J jnl
Rethinking Default Values: a Low Cost and Efficient Strategy to Define Hyperparameters.
CoRR
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho
2019 J jnl
A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers.
Inf. Sci.
Rafael Gomes Mantovani, André L. D. Rossi, Edesio Alcobaça, Joaquin Vanschoren, André C. P. L. F. de Carvalho
2019 J jnl
A meta-learning recommender system for hyperparameter tuning: predicting when tuning improves SVM classifiers.
CoRR
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho
2019 J jnl
Transfer Learning for Algorithm Recommendation.
CoRR
Gean Trindade Pereira, Moisés Rocha dos Santos, Edesio Alcobaça, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho
2018 — conf
Dimensionality Reduction for the Algorithm Recommendation Problem.
BRACIS
Edesio Alcobaça, Rafael Gomes Mantovani, André L. D. Rossi, André C. P. L. F. de Carvalho