André L. D. Rossi

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 8

Top Topics

Transfer Learning

Parameter Values

Induction Algorithms

Deep Belief Networks

Top Venues

MetaSel@PKDD/ECML

IEEE Trans. Emerg. Top. Comput. Intell.

Publications

Rafael Gomes Mantovani, Tomás Horváth, André L. D. Rossi, Ricardo Cerri, Sylvio Barbon Junior, Joaquin Vanschoren, André C. P. L. F. de Carvalho
Better trees: an empirical study on hyperparameter tuning of classification decision tree induction algorithms. Data Min. Knowl. Discov. 38 (3) (2024)
Mateus Roder, Gustavo Henrique de Rosa, Victor Hugo C. de Albuquerque, André L. D. Rossi, João P. Papa
Energy-Based Dropout in Restricted Boltzmann Machines: Why Not Go Random. IEEE Trans. Emerg. Top. Comput. Intell. 6 (2) (2022)
Mateus Roder, Jurandy Almeida, Gustavo H. de Rosa, Leandro A. Passos, André L. D. Rossi, João P. Papa
From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks. CoRR (2022)
Mateus Roder, Jurandy Almeida, Gustavo Henrique de Rosa, Leandro A. Passos, André L. D. Rossi, João P. Papa
From Actions to Events: A Transfer Learning Approach Using Improved Deep Belief Networks. SSCI (2021)
Mateus Roder, Gustavo Henrique de Rosa, Victor Hugo C. de Albuquerque, André L. D. Rossi, João P. Papa
Energy-based Dropout in Restricted Boltzmann Machines: Why not go random. CoRR (2021)
Angelo Brayner, Maristela Holanda, André L. D. Rossi
Frontmatter. J. Inf. Data Manag. 10 (3) (2019)
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 (2019)
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)
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)
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) (2013)
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)
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) (2012)
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)
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)
André L. D. Rossi, Luis Debiaso, André Carlos Ponce de Leon Ferreira de Carvalho
Bio-inspired Optimization Techniques for SVM Parameter Tuning. SBRN (2008)
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)