Edesio Alcobaça

According to our database, Edesio Alcobaça authored at least 10 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

A literature review on automated machine learning.

Edesio Alcobaça, André C. P. L. F. de Carvalho

Artif. Intell. Rev., January, 2026

2025

Dynamic Design of Machine Learning Pipelines via Metalearning.

Edesio Alcobaça, André C. P. L. F. de Carvalho

CoRR, August, 2025

Exploring One Million Machine Learning Pipelines: A Benchmarking Study.

Edesio Alcobaça, André Carlos Ponce de Leon Ferreira de Carvalho

Proceedings of the International Conference on Automated Machine Learning (AutoML 2025), 2025

2021

Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification.

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

Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track, 2021

2020

MFE: Towards reproducible meta-feature extraction.

Edesio Alcobaça, Felipe Siqueira, Adriano Rivolli, Luís Paulo F. Garcia, Jefferson Tales Oliva, André C. P. L. F. de Carvalho

J. Mach. Learn. Res., 2020

Boosting meta-learning with simulated data complexity measures.

Luís Paulo F. Garcia, Adriano Rivolli, Edesio Alcobaça, Ana Carolina Lorena, André C. P. L. F. de Carvalho

Intell. Data Anal., 2020

Rethinking Default Values: a Low Cost and Efficient Strategy to Define Hyperparameters.

Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho

CoRR, 2020

2019

A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers.

Rafael Gomes Mantovani, André L. D. Rossi, Edesio Alcobaça, Joaquin Vanschoren, André C. P. L. F. de Carvalho

Inf. Sci., 2019

Transfer Learning for Algorithm Recommendation.

Gean Trindade Pereira, Moisés Rocha dos Santos, Edesio Alcobaça, Rafael Gomes Mantovani, André C. P. L. F. de Carvalho

CoRR, 2019

2018

Dimensionality Reduction for the Algorithm Recommendation Problem.

Edesio Alcobaça, Rafael Gomes Mantovani, André L. D. Rossi, André C. P. L. F. de Carvalho

Proceedings of the 7th Brazilian Conference on Intelligent Systems, 2018