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Ricardo Cerri
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2020 – today
- 2024
- [j23]Thiago Zafalon Miranda, Diorge Brognara Sardinha, Ferrante Neri, Márcio P. Basgalupp, Ricardo Cerri:
A Grammar-based multi-objective neuroevolutionary algorithm to generate fully convolutional networks with novel topologies. Appl. Soft Comput. 149(Part A): 110967 (2024) - [j22]Cleber A. C. F. da Silva, Daniel Carneiro Rosa, Péricles B. C. de Miranda, Tapas Si, Ricardo Cerri, Márcio P. Basgalupp:
Automated CNN optimization using multi-objective grammatical evolution. Appl. Soft Comput. 151: 111124 (2024) - [j21]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): 1364-1416 (2024) - [c48]Silvana C. S. Cardoso, Douglas Silva Domingues, Alexandre Rossi Paschoal, Carlos N. Fischer, Ricardo Cerri:
Classification of LTR Retrotransposons via Interaction Prediction. CIBCB 2024: 1-8 - [c47]Breno O. Funicheli, Claudio Brondani, Rosana P. Vianello, Ricardo Cerri:
Ensemble Methods for Selecting Single Nucleotide Polymorphisms Associated to Rice Phenotypes. IJCNN 2024: 1-8 - [c46]Pedro Ilidio, Ricardo Cerri, Celine Vens, Felipe Kenji Nakano:
Deep forests with tree-embeddings and label imputation for weak-label learning. IJCNN 2024: 1-8 - [c45]Pedro Ilidio, André Hallwas Ribeiro Alves, Ricardo Cerri:
Fast Bipartite Forests for Semi-supervised Interaction Prediction. SAC 2024: 979-986 - 2023
- [j20]Aline Marques Del Valle, Rafael Gomes Mantovani, Ricardo Cerri:
A systematic literature review on AutoML for multi-target learning tasks. Artif. Intell. Rev. 56(S2): 2013-2052 (2023) - [j19]Joel D. Costa, Elaine R. Faria, Jonathan de Andrade Silva, João Gama, Ricardo Cerri:
Novelty detection for multi-label stream classification under extreme verification latency. Appl. Soft Comput. 141: 110265 (2023) - [j18]Mauri Ferrandin, Ricardo Cerri:
Multi-label classification via closed frequent labelsets and label taxonomies. Soft Comput. 27(13): 8627-8660 (2023) - [c44]Elaine Cecília Gatto, Alan Demétrius Baria Valejo, Mauri Ferrandin, Ricardo Cerri:
Community Detection for Multi-label Classification. BRACIS (1) 2023: 78-93 - [c43]Rodney Renato de Souza Silva, Ricardo Cerri:
Constructive Machine Learning and Hierarchical Multi-label Classification for Molecules Design. BRACIS (2) 2023: 276-290 - [c42]Aline Marques Del Valle, Rafael Gomes Mantovani, Ricardo Cerri:
AutoMMLC: An Automated and Multi-objective Method for Multi-label Classification. BRACIS (2) 2023: 291-306 - [c41]Bruna Zamith Santos, Balbina Maria Araujo Soriano, Marcelo Gonçalves Narciso, Diego Furtado Silva, Ricardo Cerri:
A New Time Series Framework for Forest Fire Risk Forecasting and Classification. IJCNN 2023: 1-8 - [c40]André Hallwas Ribeiro Alves, Pedro Ilidio, Ricardo Cerri:
Semi-Supervised Hybrid Predictive Bi-Clustering Trees for Drug-Target Interaction Prediction. SAC 2023: 1163-1170 - 2022
- [c39]Thiago Zafalon Miranda, Diorge Brognara Sardinha, Márcio Porto Basgalupp, Ricardo Cerri:
A new grammatical evolution method for generating deep convolutional neural networks with novel topologies. GECCO Companion 2022: 663-666 - [c38]Ricardo Cerri, Elaine R. Faria, João Gama:
An Algorithm Adaptation Method for Multi-Label Stream Classification using Self-Organizing Maps. ICMLA 2022: 1071-1076 - [c37]André Hallwas Ribeiro Alves, Ricardo Cerri:
A Two-step Model for Drug-Target Interaction Prediction with Predictive Bi-Clustering Trees and XGBoost. IJCNN 2022: 1-8 - 2021
- [j17]Thiago Zafalon Miranda, Diorge Brognara Sardinha, Ricardo Cerri:
Preventing the generation of inconsistent sets of crisp classification rules. Expert Syst. Appl. 165: 113811 (2021) - [j16]Márcio P. Basgalupp, Ricardo Cerri, Leander Schietgat, Isaac Triguero, Celine Vens:
Beyond global and local multi-target learning. Inf. Sci. 579: 508-524 (2021) - [j15]Luíza Zuvanov, Ana Letycia Basso Garcia, Fernando Henrique Correr, Rodolfo Bizarria Jr., Ailton Pereira da Costa Filho, Alisson Hayasi da Costa, Andréa T. Thomaz, Ana Lucia Mendes Pinheiro, Diego Mauricio Riaño-Pachón, Flavia Vischi Winck, Franciele Grego Esteves, Gabriel Rodrigues Alves Margarido, Giovanna Maria Stanfoca Casagrande, Henrique Cordeiro Frajacomo, Leonardo Martins, Mariana Feitosa Cavalheiro, Nathalia Graf Grachet, Raniere Gaia Costa da Silva, Ricardo Cerri, Rommel Thiago Juca Ramos, Simone Daniela Sartorio de Medeiros, Thayana Vieira Tavares, Renato Augusto Corrêa dos Santos:
The experience of teaching introductory programming skills to bioscientists in Brazil. PLoS Comput. Biol. 17(11) (2021) - [c36]Luan V. M. da Silva, Ricardo Cerri:
Feature Selection for Hierarchical Multi-label Classification. IDA 2021: 196-208 - [c35]Brendon Gouveia Cambuí, Rafael Gomes Mantovani, Ricardo Cerri:
Exploring Autoencoders for Feature Extraction in Multi-Target Classification. IJCNN 2021: 1-8 - [c34]Elaine Cecília Gatto, Mauri Ferrandin, Ricardo Cerri:
Exploring Label Correlations for Partitioning the Label Space in Multi-label Classification. IJCNN 2021: 1-8 - [c33]Ricardo Cerri, Joel David Costa Júnior, Elaine R. Faria, João Gama:
A new self-organizing map based algorithm for multi-label stream classification. SAC 2021: 418-426 - 2020
- [j14]Saulo Martiello Mastelini, Everton Jose Santana, Ricardo Cerri, Sylvio Barbon Jr.:
DSTARS: A multi-target deep structure for tracking asynchronous regressor stacking. Appl. Soft Comput. 91: 106215 (2020) - [j13]Felipe Kenji Nakano, Ricardo Cerri, Celine Vens:
Active learning for hierarchical multi-label classification. Data Min. Knowl. Discov. 34(5): 1496-1530 (2020) - [c32]Thiago Zafalon Miranda, Diorge Brognara Sardinha, Márcio Porto Basgalupp, Yaochu Jin, Ricardo Cerri:
Generation of consistent sets of multi-label classification rules with a multi-objective evolutionary algorithm. GECCO Companion 2020: 143-144 - [c31]Bruna Zamith Santos, Felipe Kenji Nakano, Ricardo Cerri, Celine Vens:
Predictive Bi-clustering Trees for Hierarchical Multi-label Classification. ECML/PKDD (3) 2020: 701-718 - [e2]Ricardo Cerri, Ronaldo C. Prati:
Intelligent Systems - 9th Brazilian Conference, BRACIS 2020, Rio Grande, Brazil, October 20-23, 2020, Proceedings, Part I. Lecture Notes in Computer Science 12319, Springer 2020, ISBN 978-3-030-61376-1 [contents] - [e1]Ricardo Cerri, Ronaldo C. Prati:
Intelligent Systems - 9th Brazilian Conference, BRACIS 2020, Rio Grande, Brazil, October 20-23, 2020, Proceedings, Part II. Lecture Notes in Computer Science 12320, Springer 2020, ISBN 978-3-030-61379-2 [contents] - [i4]Thiago Zafalon Miranda, Diorge Brognara Sardinha, Márcio Porto Basgalupp, Yaochu Jin, Ricardo Cerri:
Generation of Consistent Sets of Multi-Label Classification Rules with a Multi-Objective Evolutionary Algorithm. CoRR abs/2003.12526 (2020) - [i3]Ricardo Cerri, Joel David Costa Júnior, Elaine Ribeiro de Faria Paiva, João Manuel Portela da Gama:
Multi-label Stream Classification with Self-Organizing Maps. CoRR abs/2004.09397 (2020)
2010 – 2019
- 2019
- [j12]Ricardo Cerri, Márcio P. Basgalupp, Rodrigo C. Barros, André C. P. L. F. de Carvalho:
Inducing Hierarchical Multi-label Classification rules with Genetic Algorithms. Appl. Soft Comput. 77: 584-604 (2019) - [j11]Saulo Martiello Mastelini, Victor Guilherme Turrisi da Costa, Everton Jose Santana, Felipe Kenji Nakano, Rodrigo Capobianco Guido, Ricardo Cerri, Sylvio Barbon Junior:
Multi-Output Tree Chaining: An Interpretative Modelling and Lightweight Multi-Target Approach. J. Signal Process. Syst. 91(2): 191-215 (2019) - [c30]Felipe Kenji Nakano, Ricardo Cerri:
Hierarchical Classification of Transposable Elements. BNAIC/BENELEARN 2019 - [c29]Joel D. Costa Júnior, Elaine Ribeiro de Faria, Jonathan de Andrade Silva, João Gama, Ricardo Cerri:
Novelty Detection for Multi-Label Stream Classification. BRACIS 2019: 144-149 - [c28]Gean Trindade Pereira, Paulo Henrique Ribeiro Gabriel, Ricardo Cerri:
Hierarchical Classification of Transposable Elements with a Weighted Genetic Algorithm. EPIA (1) 2019: 737-749 - [c27]Gean Trindade Pereira, Paulo Henrique Ribeiro Gabriel, Ricardo Cerri:
A lexicographic genetic algorithm for hierarchical classification rule induction. GECCO 2019: 846-854 - [c26]Joel D. Costa Júnior, Elaine R. Faria, Jonathan de Andrade Silva, João Gama, Ricardo Cerri:
Pruned Sets for Multi-Label Stream Classification without True Labels. IJCNN 2019: 1-8 - [i2]Thiago Zafalon Miranda, Diorge Brognara Sardinha, Ricardo Cerri:
Preventing the Generation of Inconsistent Sets of Classification Rules. CoRR abs/1908.09652 (2019) - 2018
- [j10]Alex Marino Gonçalves de Almeida, Ricardo Cerri, Emerson Cabrera Paraiso, Rafael Gomes Mantovani, Sylvio Barbon Junior:
Applying multi-label techniques in emotion identification of short texts. Neurocomputing 320: 35-46 (2018) - [j9]Angelo Brayner, Maristela Holanda, Ricardo Cerri:
frontmatter. J. Inf. Data Manag. 9(2): 107 (2018) - [j8]Gean Trindade Pereira, Ricardo Cerri:
Hierarchical and Non-Hierarchical Classification of Transposable Elements with a Genetic Algorithm. J. Inf. Data Manag. 9(2): 163-178 (2018) - [j7]Leander Schietgat, Celine Vens, Ricardo Cerri, Carlos N. Fischer, Eduardo P. Costa, Jan Ramon, Claudia M. A. Carareto, Hendrik Blockeel:
A machine learning based framework to identify and classify long terminal repeat retrotransposons. PLoS Comput. Biol. 14(4) (2018) - [c25]Bruna Zamith Santos, Gean Trindade Pereira, Felipe Kenji Nakano, Ricardo Cerri:
Strategies for Selection of Positive and Negative Instances in the Hierarchical Classification of Transposable Elements. BRACIS 2018: 420-425 - [c24]Gean Trindade Pereira, Bruna Zamith Santos, Ricardo Cerri:
A Genetic Algorithm for Transposable Elements Hierarchical Classification Rule Induction. CEC 2018: 1-8 - [c23]Jonatas Wehrmann, Ricardo Cerri, Rodrigo C. Barros:
Hierarchical Multi-Label Classification Networks. ICML 2018: 5225-5234 - [c22]Ricardo Cerri, Rafael Gomes Mantovani, Márcio P. Basgalupp, André C. P. L. F. de Carvalho:
Multi-label Feature Selection Techniques for Hierarchical Multi-label Protein Function Prediction. IJCNN 2018: 1-7 - [c21]Felipe Kenji Nakano, Saulo Martiello Mastelini, Sylvio Barbon, Ricardo Cerri:
Improving Hierarchical Classification of Transposable Elements using Deep Neural Networks. IJCNN 2018: 1-8 - [i1]Rafael Gomes Mantovani, Tomás Horváth, Ricardo Cerri, Sylvio Barbon Junior, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho:
An empirical study on hyperparameter tuning of decision trees. CoRR abs/1812.02207 (2018) - 2017
- [c20]Saulo Martiello Mastelini, Everton Jose Santana, Ricardo Cerri, Sylvio Barbon:
DSTARS: A Multi-target Deep Structure for Tracking Asynchronous Regressor Stack. BRACIS 2017: 19-24 - [c19]Felipe Kenji Nakano, Saulo Martiello Mastelini, Sylvio Barbon, Ricardo Cerri:
Stacking Methods for Hierarchical Classification. ICMLA 2017: 289-296 - [c18]Iuri Bonna M. de Abreu, Rafael Gomes Mantovani, Ricardo Cerri:
Incorporating instance correlations in multi-label classification via label-space. IJCNN 2017: 581-588 - [c17]Felipe Kenji Nakano, Walter José G. S. Pinto, Gisele Lobo Pappa, Ricardo Cerri:
Top-down strategies for hierarchical classification of transposable elements with neural networks. IJCNN 2017: 2539-2546 - [c16]Gustavo G. Colombini, Iuri Bonna M. de Abreu, Ricardo Cerri:
A self-organizing map-based method for multi-label classification. IJCNN 2017: 4291-4298 - [c15]Jonatas Wehrmann, Rodrigo C. Barros, Silvia N. das Dôres, Ricardo Cerri:
Hierarchical multi-label classification with chained neural networks. SAC 2017: 790-795 - 2016
- [j6]Ricardo Cerri, Rodrigo C. Barros, André C. P. L. F. de Carvalho, Yaochu Jin:
Reduction strategies for hierarchical multi-label classification in protein function prediction. BMC Bioinform. 17: 373 (2016) - [c14]Rafael Gomes Mantovani, Tomás Horváth, Ricardo Cerri, Joaquin Vanschoren, André C. P. L. F. de Carvalho:
Hyper-Parameter Tuning of a Decision Tree Induction Algorithm. BRACIS 2016: 37-42 - 2015
- [j5]Carlos N. Fischer, Claudia M. A. Carareto, Renato Augusto Corrêa dos Santos, Ricardo Cerri, Eduardo P. Costa, Leander Schietgat, Celine Vens:
Learning HMMs for nucleotide sequences from amino acid alignments. Bioinform. 31(11): 1836-1838 (2015) - [j4]Ricardo Cerri, Gisele L. Pappa, André Carlos Ponce de Leon Ferreira de Carvalho, Alex Alves Freitas:
An Extensive Evaluation of Decision Tree-Based Hierarchical Multilabel Classification Methods and Performance Measures. Comput. Intell. 31(1): 1-46 (2015) - [c13]Ricardo Cerri, Rodrigo C. Barros, André C. P. L. F. de Carvalho:
Hierarchical classification of Gene Ontology-based protein functions with neural networks. IJCNN 2015: 1-8 - 2014
- [j3]Rodrigo C. Barros, Pablo A. Jaskowiak, Ricardo Cerri, André Carlos Ponce de Leon Ferreira de Carvalho:
A framework for bottom-up induction of oblique decision trees. Neurocomputing 135: 3-12 (2014) - [j2]Ricardo Cerri, Rodrigo C. Barros, André Carlos Ponce de Leon Ferreira de Carvalho:
Hierarchical multi-label classification using local neural networks. J. Comput. Syst. Sci. 80(1): 39-56 (2014) - [c12]Ricardo Cerri, Rodrigo C. Barros, Alex Alves Freitas, André Carlos Ponce de Leon Ferreira de Carvalho:
Evolving relational hierarchical classification rules for predicting gene ontology-based protein functions. GECCO (Companion) 2014: 1279-1286 - 2013
- [b1]Ricardo Cerri:
Neural networks and genetic algorithms for hierarchical multi-label classification. University of São Paulo, Brazil, 2013 - [c11]Ricardo Cerri, Rodrigo Coelho Barros, André C. P. L. F. de Carvalho:
Neural Networks for Hierarchical Classification of G-Protein Coupled Receptors. BRACIS 2013: 125-130 - [c10]Ricardo Cerri, Rodrigo C. Barros, André Carlos Ponce de Leon Ferreira de Carvalho, Alex Alves Freitas:
A grammatical evolution algorithm for generation of Hierarchical Multi-Label Classification rules. IEEE Congress on Evolutionary Computation 2013: 454-461 - [c9]Rodrigo C. Barros, Márcio P. Basgalupp, Ricardo Cerri, Tiago Silva da Silva, André C. P. L. F. de Carvalho:
A grammatical evolution approach for software effort estimation. GECCO 2013: 1413-1420 - [c8]Rodrigo C. Barros, Ricardo Cerri, Alex Alves Freitas, André Carlos Ponce de Leon Ferreira de Carvalho:
Probabilistic Clustering for Hierarchical Multi-Label Classification of Protein Functions. ECML/PKDD (2) 2013: 385-400 - 2012
- [c7]Ricardo Cerri, Rodrigo C. Barros, André Carlos Ponce de Leon Ferreira de Carvalho:
A genetic algorithm for Hierarchical Multi-Label Classification. SAC 2012: 250-255 - 2011
- [j1]Ricardo Cerri, André Carlos Ponce de Leon Ferreira de Carvalho, Alex Alves Freitas:
Adapting non-hierarchical multilabel classification methods for hierarchical multilabel classification. Intell. Data Anal. 15(6): 861-887 (2011) - [c6]Ricardo Cerri, Rodrigo C. Barros, André Carlos Ponce de Leon Ferreira de Carvalho:
Hierarchical multi-label classification for protein function prediction: A local approach based on neural networks. ISDA 2011: 337-343 - [c5]Rodrigo C. Barros, Ricardo Cerri, Pablo A. Jaskowiak, André Carlos Ponce de Leon Ferreira de Carvalho:
A bottom-up oblique decision tree induction algorithm. ISDA 2011: 450-456 - [c4]Ricardo Cerri, André Carlos Ponce de Leon Ferreira de Carvalho:
Hierarchical Multilabel Protein Function Prediction Using Local Neural Networks. BSB 2011: 10-17 - 2010
- [c3]Ricardo Cerri, André Carlos Ponce de Leon Ferreira de Carvalho:
New top-down methods using SVMs for Hierarchical Multilabel Classification problems. IJCNN 2010: 1-8 - [c2]Ricardo Cerri, André Carlos Ponce de Leon Ferreira de Carvalho:
Hierarchical Multilabel Classification Using Top-Down Label Combination and Artificial Neural Networks. SBRN 2010: 253-258
2000 – 2009
- 2009
- [c1]Ricardo Cerri, Renato R. O. da Silva, André Carlos Ponce de Leon Ferreira de Carvalho:
Comparing Methods for Multilabel Classification of Proteins Using Machine Learning Techniques. BSB 2009: 109-120
Coauthor Index
aka: Rodrigo Coelho Barros
aka: André Carlos Ponce de Leon Ferreira de Carvalho
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