Performance and Diversity Evaluation in Hybrid and Non-Hybrid Structures of Ensembles. - Anne M. P. Canuto; Lucas de Melo Oliveira; João Carlos Xavier Jr.; Araken M. Santos; Márjory C. C. Abreu (HIS, 2005)

A Comparative Analysis of Data Distribution Methods in an Agent-Based Neural System for Classification Tasks. - Laura Emmanuella A. Santana; Anne M. P. Canuto; João Carlos Xavier Jr.; André M. C. Campos (HIS, 2006)

Using weighted dynamic classifier selection methods in ensembles with different levels of diversity. - Anne M. P. Canuto; Diogo Fagundes; Márjory C. C. Abreu; João Carlos Xavier Jr. (Int. J. Hybrid Intell. Syst., 2006)

Investigating the influence of the choice of the ensemble members in accuracy and diversity of selection-based and fusion-based methods for ensembles. - Anne M. P. Canuto; Márjory C. C. Abreu; Lucas de Melo Oliveira; João Carlos Xavier Jr.; Araken M. Santos (Pattern Recognit. Lett., 2007)

Accuracy and Diversity in Ensemble Systems Composed of ARTMAP-Based Models. - Araken M. Santos; Anne M. P. Canuto; João Carlos Xavier Jr. (HIS, 2008)

Using Feature Distribution Methods in Ensemble Systems Combined by Fusion and Selection-Based Methods. - Laura Emmanuella A. Santana; Anne M. P. Canuto; João Carlos Xavier Jr. (ICANN (1), 2008)

Applying Static and Dynamic Weight Measures in Ensemble Systems. - Raul Benites Paradeda; João Carlos Xavier Jr.; Anne M. P. Canuto (SBRN, 2008)

An analysis of data distribution in the ClassAge system: An agent-based system for classification tasks. - Anne M. P. Canuto; Laura Emmanuella A. Santana; Márjory C. C. Abreu; João Carlos Xavier Jr. (Neurocomputing, 2008)

Web log data clustering for a multi-agent recommendation system. - João Carlos Xavier Jr.; Alex Alves Freitas; Anne M. P. Canuto; Luiz Marcos Gonçalves (ICMLC, 2010)

Regular and Chaotic Dynamics of the Lorenz-Stenflo System. - João C. Xavier; Paulo C. Rech (Int. J. Bifurc. Chaos, 2010)

Introducing Affective Agents in Recommendation Systems Based on Relational Data Clustering. - João C. Xavier Junior; Alberto Signoretti; Anne M. P. Canuto; André M. C. Campos; Luiz Marcos Gonçalves; Sérgio V. Fialho (DEXA (2), 2011)

Using an Affective Attention Focus for Improving the Reasoning Process and Behavior of Intelligent Agents. - Alberto Signoretti; Antonino Feitosa Neto; André M. C. Campos; Anne M. P. Canuto; João C. Xavier Junior; Sérgio V. Fialho (IAT, 2011)

A hierarchical approach to represent relational data applied to clustering tasks. - João C. Xavier Junior; Anne M. P. Canuto; Alex Alves Freitas; Luiz M. G. Gonçalves; Carlos Nascimento Silla Jr. (IJCNN, 2011)

Classifier ensembles and optimization techniques to improve the performance of cancellable fingerprint. - Anne M. P. Canuto; Michael C. Fairhurst; Fernando Pintro; João C. Xavier Junior; Antonino Feitosa Neto; Luiz Marcos Garcia Gonçalves (Int. J. Hybrid Intell. Syst., 2011)

New Approach for Clustering Relational Data Based on Relationship and Attribute Information. - João C. Xavier Junior; Anne M. P. Canuto; Luiz M. G. Gonçalves; Luiz A. H. G. de Oliveira (ICANN (2), 2012)

Characterization measures of ensemble systems using a meta-learning approach. - Regina R. Parente; Anne M. P. Canuto; João Carlos Xavier Jr. (IJCNN, 2013)

A comparative analysis of dissimilarity measures for clustering categorical data. - João Carlos Xavier Jr.; Anne M. P. Canuto; Noriedson D. Almeida; Luiz Marcos Garcia Gonçalves (IJCNN, 2013)

Investigating fusion approaches in multi-biometric cancellable recognition. - Anne M. P. Canuto; Fernando Pintro; João C. Xavier Junior (Expert Syst. Appl., 2013)

An analysis of diversity measures for the dynamic design of ensemble of classifiers. - Jose Augusto S. Lustosa Filho; Anne M. P. Canuto; João Carlos Xavier Jr. (IJCNN, 2015)

Applying the Coral Reefs Optimization algorithm to clustering problems. - Inácio Gomes Medeiros; João Carlos Xavier Jr.; Anne M. P. Canuto (IJCNN, 2015)

A Bio-inspired Optimization Technique for Cluster Ensembles Optimization. - Huliane M. Silva; Anne M. P. Canuto; Inácio Gomes Medeiros; João C. Xavier (BRACIS, 2016)

Cluster Ensembles Optimization Using Coral Reefs Optimization Algorithm. - Huliane M. Silva; Anne M. P. Canuto; Inácio Gomes Medeiros; João Carlos Xavier Jr. (ICANN (2), 2016)

An unsupervised-based dynamic feature selection for classification tasks. - Rômulo de O. Nunes; Carine A. Dantas; Anne M. P. Canuto; João C. Xavier Junior (IJCNN, 2016)

Investigating the Impact of Similarity Metrics in an Unsupervised-Based Feature Selection Method. - Carine A. Dantas; Rômulo de O. Nunes; Anne M. P. Canuto; João Carlos Xavier Jr. (BRACIS, 2017)

Dynamic Feature Selection Based on Clustering Algorithm and Individual Similarity. - Carine A. Dantas; Rômulo de O. Nunes; Anne M. P. Canuto; João C. Xavier Junior (ICANN (2), 2017)

A multi-agent metaheuristic hybridization to the automatic design of ensemble systems. - Antonino Feitosa Neto; Anne M. P. Canuto; João C. Xavier; Cephas A. S. Barreto (IJCNN, 2017)

A Novel Evolutionary Algorithm for Automated Machine Learning Focusing on Classifier Ensembles. - João C. Xavier Junior; Alex Alves Freitas; Antonino Feitosa Neto; Teresa Bernarda Ludermir (BRACIS, 2018)

Dynamic Feature Selection for Classifier Ensembles. - Rômulo de Oliveira Nunes; Carine Azevedo Dantas; Anne Magály de Paula Canuto; João Carlos Xavier Junior (BRACIS, 2018)

Evaluating the Dynamicity of Feature and Individual Classifiers Selection in Ensembles of Classifiers. - Carine A. Dantas; Rômulo de O. Nunes; Anne M. P. Canuto; João Carlos Xavier Jr. (IJCNN, 2018)

Using Meta-learning in the Selection of the Combination Method of a Classifier Ensemble. - Robercy Alves da Silva; Anne Magály de Paula Canuto; João Carlos Xavier Junior; Teresa Bernarda Ludermir (IJCNN, 2018)

Hybrid Metaheuristics to the Automatic Selection of Features and Members of Classifier Ensembles. - Antonino Feitosa Neto; Anne M. P. Canuto; João Carlos Xavier Jr. (Inf., 2018)

Instance Hardness as a Decision Criterion on Dynamic Ensemble Structure. - Carine A. Dantas; Rômulo de O. Nunes; Anne M. P. Canuto; João C. Xavier Junior (BRACIS, 2019)

A Comparative Study on Automatic Model and Hyper-Parameter Selection in Classifier Ensembles. - Antonino Feitosa Neto; João Carlos Xavier Junior; Anne M. P. Canuto; Alexandre C. M. Oliveira (BRACIS, 2019)

A Distance-Weighted Selection of Unlabelled Instances for Self-training and Co-training Semi-supervised Methods. - Cephas A. S. Barreto; Arthur C. Gorgônio; Anne M. P. Canuto; João Carlos Xavier Jr. (BRACIS (2), 2020)

An Investigation of Dynamic Feature Selection Methods Applied to Classifier Ensembles. - Rômulo de O. Nunes; Carine A. Dantas; Anne M. P. Canuto; João Carlos Xavier Jr. (ICMLA, 2020)

Two Novel Approaches for Automatic Labelling in Semi-Supervised Methods. - Cephas A. S. Barreto; Anne Magály de Paula Canuto; João C. Xavier Junior; Arthur Costa Gorgônio; Douglas F. A. Lima; Ranna R. F. da Costa (IJCNN, 2020)

Two approaches for clustering algorithms with relational-based data. - João Carlos Xavier Junior; Anne M. P. Canuto; Luiz M. G. Gonçalves (Knowl. Inf. Syst., 2020)

Population-based bio-inspired algorithms for cluster ensembles optimization. - Anne M. P. Canuto; Antonino Feitosa Neto; Huliane M. Silva; João C. Xavier Junior; Cephas A. S. Barreto (Nat. Comput., 2020)

An evolutionary algorithm for automated machine learning focusing on classifier ensembles: An improved algorithm and extended results. - João Carlos Xavier Junior; Alex Alves Freitas; Teresa Bernarda Ludermir; Antonino Feitosa Neto; Cephas A. S. Barreto (Theor. Comput. Sci., 2020)

Automatic Recommendation Method for Classifier Ensemble Structure Using Meta-Learning. - Robercy Alves da Silva; Anne Magály de Paula Canuto; Cephas A. S. Barreto; João Carlos Xavier Junior (IEEE Access, 2021)

A study of model and hyper-parameter selection strategies for classifier ensembles: a robust analysis on different optimization algorithms and extended results. - Antonino Feitosa Neto; João Carlos Xavier Junior; Anne M. P. Canuto; Alexandre C. M. Oliveira (Nat. Comput., 2021)

An exploratory analysis of a dynamic ensemble structure using an automatic decision process. - Carine A. Dantas; Anne M. P. Canuto; João C. Xavier Junior; Rômulo de Oliveira Nunes (ICMLA, 2022)

Applying Efficient Selection Techniques of Unlabeled Instances for Wrapper-Based Semi-Supervised Methods. - Cephas A. S. Barreto; Arthur Costa Gorgônio; João C. Xavier Junior; Anne Magály de Paula Canuto (IEEE Access, 2022)