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André Luis Debiaso Rossi
Publications
- 2021
- [j8]André Luis Debiaso Rossi, Carlos Soares, Bruno Feres de Souza, André Carlos Ponce de Leon Ferreira de Carvalho:
Micro-MetaStream: Algorithm selection for time-changing data. Inf. Sci. 565: 262-277 (2021) - 2020
- [i2]Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho:
Rethinking Default Values: a Low Cost and Efficient Strategy to Define Hyperparameters. CoRR abs/2008.00025 (2020) - 2019
- [j7]Rafael Gomes Mantovani, André L. D. Rossi, Edesio Alcobaça, Joaquin Vanschoren, André C. P. L. F. de Carvalho:
A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers. Inf. Sci. 501: 193-221 (2019) - [i1]Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho:
A meta-learning recommender system for hyperparameter tuning: predicting when tuning improves SVM classifiers. CoRR abs/1906.01684 (2019) - 2018
- [c11]Edesio Alcobaça, Rafael Gomes Mantovani, André L. D. Rossi, André C. P. L. F. de Carvalho:
Dimensionality Reduction for the Algorithm Recommendation Problem. BRACIS 2018: 318-323 - 2017
- [j5]Carlos Affonso, André Luis Debiaso Rossi, Fábio Henrique Antunes Vieira, André Carlos Ponce de Leon Ferreira de Carvalho:
Deep learning for biological image classification. Expert Syst. Appl. 85: 114-122 (2017) - [j4]André Luis Debiaso Rossi, Bruno Feres de Souza, Carlos Soares, André Carlos Ponce de Leon Ferreira de Carvalho:
A guidance of data stream characterization for meta-learning. Intell. Data Anal. 21(4): 1015-1035 (2017) - 2015
- [c10]Rafael Gomes Mantovani, André Luis Debiaso Rossi, Joaquin Vanschoren, Bernd Bischl, André C. P. L. F. de Carvalho:
To tune or not to tune: Recommending when to adjust SVM hyper-parameters via meta-learning. IJCNN 2015: 1-8 - [c9]Rafael Gomes Mantovani, André Luis Debiaso Rossi, Joaquin Vanschoren, Bernd Bischl, André C. P. L. F. de Carvalho:
Effectiveness of Random Search in SVM hyper-parameter tuning. IJCNN 2015: 1-8 - [c8]Rafael Gomes Mantovani, André L. D. Rossi, Joaquin Vanschoren, André C. P. L. F. de Carvalho:
Meta-learning Recommendation of Default Hyper-parameter Values for SVMs in Classification Tasks. MetaSel@PKDD/ECML 2015: 80-92 - 2014
- [j3]André Luis Debiaso Rossi, André Carlos Ponce de Leon Ferreira de Carvalho, Carlos Soares, Bruno Feres de Souza:
MetaStream: A meta-learning based method for periodic algorithm selection in time-changing data. Neurocomputing 127: 52-64 (2014) - 2013
- [j2]Rattan Priya, Bruno Feres de Souza, André L. D. Rossi, André Carlos Ponce de Leon Ferreira de Carvalho:
Predicting execution time of machine learning tasks for scheduling. Int. J. Hybrid Intell. Syst. 10(1): 23-32 (2013) - 2012
- [j1]Taciana A. F. Gomes, Ricardo Bastos Cavalcante Prudêncio, Carlos Soares, André L. D. Rossi, André C. P. L. F. de Carvalho:
Combining meta-learning and search techniques to select parameters for support vector machines. Neurocomputing 75(1): 3-13 (2012) - [c7]Rattan Priya, Bruno Feres de Souza, André L. D. Rossi, André Carlos Ponce de Leon Ferreira de Carvalho:
Using Genetic Algorithms to Improve Prediction of Execution Times of ML Tasks. HAIS (1) 2012: 196-207 - [c6]André Luis Debiaso Rossi, André C. P. L. F. de Carvalho, Carlos Soares:
Meta-Learning for Periodic Algorithm Selection in Time-Changing Data. SBRN 2012: 7-12 - 2010
- [c5]Taciana A. F. Gomes, Ricardo Bastos Cavalcante Prudêncio, Carlos Soares, André L. D. Rossi, André Carlos Ponce de Leon Ferreira de Carvalho:
Combining Meta-learning and Search Techniques to SVM Parameter Selection. SBRN 2010: 79-84 - 2008
- [c4]André L. D. Rossi, André C. P. L. F. de Carvalho, Carlos Soares:
Bio-Inspired Parameter Tunning of MLP Networks for Gene Expression Analysis. HIS 2008: 435-440 - [c3]André L. D. Rossi, Carlos Soares, André C. P. L. F. de Carvalho:
Bioinspired Parameter Tuning of MLP Networks for Gene Expression Analysis: Quality of Fitness Estimates vs. Number of Solutions Analysed. ICONIP (2) 2008: 252-259 - [c2]André L. D. Rossi, Luis Debiaso, André Carlos Ponce de Leon Ferreira de Carvalho:
Bio-inspired Optimization Techniques for SVM Parameter Tuning. SBRN 2008: 57-62
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