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1
Use of meta-learning for hypeparameter tuning of classification problems
Use of meta-learning for hypeparameter tuning of classification problems
Material Type:
Tese de Doutorado 		Adicionar ao Meu Espaço

Use of meta-learning for hypeparameter tuning of classification problems

Rafael Gomes Mantovani André Carlos Ponce de Leon Ferreira de Carvalho; Joaquin Vanschoren

2018

Localização: ICMC - Inst. Ciên. Mat. Computação    (T M293um e.1 )(Acessar)

2
Meta-features for meta-learning
Meta-features for meta-learning
Material Type:
Artigo 		Adicionar ao Meu Espaço

Meta-features for meta-learning

Adriano Rivolli Luís Paulo Faina Garcia; Carlos Soares; Joaquin Vanschoren; André Carlos Ponce de Leon Ferreira de Carvalho

Knowledge-Based Systems Amsterdam v. 240, p. 1-21, Mar. 2022

Amsterdam 2022

Localização: ICMC - Inst. Ciên. Mat. Computação    (PROD-3060438 )(Acessar)

3
Hyper-parameter tuning of a decision tree induction algorithm
Hyper-parameter tuning of a decision tree induction algorithm
Material Type:
Artigo de Congresso 		Adicionar ao Meu Espaço

Hyper-parameter tuning of a decision tree induction algorithm

Rafael G Mantovani Tomás Horváth; Ricardo Cerri; Joaquin Vanschoren; André Carlos Ponce de Leon Ferreira de Carvalho; Brazilian Conference on Intelligent Systems - BRACIS (5. 2016 Recife)

Proceedings Piscataway : IEEE, 2016

Piscataway IEEE 2016

Localização: ICMC - Inst. Ciên. Mat. Computação    (PROD-2807734 )(Acessar)

4
To tune or not to tune recommending when to adjust SVM hyper-parameters via meta-learning
To tune or not to tune recommending when to adjust SVM hyper-parameters via meta-learning
Material Type:
Artigo de Congresso 		Adicionar ao Meu Espaço

To tune or not to tune recommending when to adjust SVM hyper-parameters via meta-learning

Rafael G Mantovani André L. D Rossi; Joaquin Vanschoren; Bernd Bischl; André Carlos Ponce de Leon Ferreira de Carvalho; International Joint Conference on Neural Network - IJCNN (2015 Killarney)

Proceedings Piscataway : IEEE, 2015

Piscataway IEEE 2015

Localização: ICMC - Inst. Ciên. Mat. Computação    (PROD-2724080 )(Acessar)

5
Effectiveness of random search in SVM hyper-parameter tuning
Effectiveness of random search in SVM hyper-parameter tuning
Material Type:
Artigo de Congresso 		Adicionar ao Meu Espaço

Effectiveness of random search in SVM hyper-parameter tuning

Rafael G Mantovani André L. D Rossi; Joaquin Vanschoren; Bernd Bischl; André Carlos Ponce de Leon Ferreira de Carvalho; International Joint Conference on Neural Network - IJCNN (2015 Killarney)

Proceedings Piscataway : IEEE, 2015

Piscataway IEEE 2015

Localização: ICMC - Inst. Ciên. Mat. Computação    (PROD-2724070 )(Acessar)

6
A meta-learning recommender system for hyperparameter tuning predicting when tuning improves SVM classifiers
A meta-learning recommender system for hyperparameter tuning predicting when tuning improves SVM classifiers
Material Type:
Artigo 		Adicionar ao Meu Espaço

A meta-learning recommender system for hyperparameter tuning predicting when tuning improves SVM classifiers

Rafael G Mantovani André Luis Debiaso Rossi; Edesio Alcobaça; Joaquin Vanschoren; André Carlos Ponce de Leon Ferreira de Carvalho

Information Sciences New York : Elsevier v. 501, p. 193-221, Oct. 2019

New York 2019

Localização: ICMC - Inst. Ciên. Mat. Computação    (PROD-2948367 )(Acessar)

7
Better trees an empirical study on hyperparameter tuning of classification decision tree induction algorithms
Better trees an empirical study on hyperparameter tuning of classification decision tree induction algorithms
Material Type:
Artigo 		Adicionar ao Meu Espaço

Better trees an empirical study on hyperparameter tuning of classification decision tree induction algorithms

Rafael Gomes Mantovani Tomás Horváth; André Luis Debiaso Rossi; Ricardo Cerri; Sylvio Barbon Júnior; Joaquin Vanschoren; André Carlos Ponce de Leon Ferreira de Carvalho

Data Mining and Knowledge Discovery Dordrecht v. 38, n. 3, p. 1364-1416, May 2024

Dordrecht 2024

Localização: ICMC - Inst. Ciên. Mat. Computação    (PROD-3180075 )(Acessar)

8
Meta-learning recommendation of default hyper-parameter values for SVMs in classifications tasks
Meta-learning recommendation of default hyper-parameter values for SVMs in classifications tasks
Material Type:
Artigo de Congresso 		Adicionar ao Meu Espaço

Meta-learning recommendation of default hyper-parameter values for SVMs in classifications tasks

Rafael G Mantovani André L. D Rossi; Joaquin Vanschoren; André Carlos Ponce de Leon Ferreira de Carvalho; European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML PKDD (2015 Porto); International Workshop on Meta-Learning and Algorithm Selection - MetaSel (2015 Porto)

Proceedings Aachen : CEUR-WS, 2015

Aachen CEUR-WS 2015

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