| 2024 | IJCNN | Towards Total Dynamicity of a Feature Selection Method based on the Pareto Front. | Anne M. P. Canuto, Jhoseph Kelvin Lopes de Jesus, Daniel S. A. de Araujo |
| 2023 | ICMLA | Two Efficient Training Strategies for DyDaSL: A Dynamic Data Stream Learner Framework with Semi-Supervised Learning. | Arthur C. Gorgnio, Anne M. P. Canuto, Arthur Medeiros, Karliane M. O. Vale, Flavius L. Gorgnio |
| 2022 | ICMLA | An exploratory analysis of a dynamic ensemble structure using an automatic decision process. | Carine A. Dantas, Anne M. P. Canuto, Joo C. Xavier Junior, Rmulo de Oliveira Nunes |
| 2020 | ICMLA | An Investigation of Dynamic Feature Selection Methods Applied to Classifier Ensembles. | Rmulo de O. Nunes, Carine A. Dantas, Anne M. P. Canuto, Joo Carlos Xavier Jr. |
| 2020 | IJCNN | Machine Learning Based Seismic Region Classification. | Samuel da S. Oliveira, Anne M. P. Canuto, Bruno M. Carvalho, Mrcio Eduardo Kreutz |
| 2018 | IJCNN | Evaluating the Dynamicity of Feature and Individual Classifiers Selection in Ensembles of Classifiers. | Carine A. Dantas, Rmulo de O. Nunes, Anne M. P. Canuto, Joo Carlos Xavier Jr. |
| 2018 | IJCNN | Dynamic Feature Selection Based on Pareto Front Optimization. | Jhoseph Jesus, Anne M. P. Canuto, Daniel Arajo |
| 2018 | IJCNN | Investigating the Impact of Diversity in Ensembles of Multi-label Classifiers. | Diego Silveira Costa Nascimento, Danilo R. C. Bandeira, Anne M. P. Canuto, Daniel Arajo |
| 2017 | ICANN | Dynamic Feature Selection Based on Clustering Algorithm and Individual Similarity. | Carine A. Dantas, Rmulo de O. Nunes, Anne M. P. Canuto, Joo C. Xavier Junior |
| 2017 | ICANN | A Feature Selection Approach Based on Information Theory for Classification Tasks. | Jhoseph Jesus, Anne M. P. Canuto, Daniel Arajo |
| 2017 | IJCNN | A multi-agent metaheuristic hybridization to the automatic design of ensemble systems. | Antonino Feitosa Neto, Anne M. P. Canuto, Joo C. Xavier, Cephas A. S. Barreto |
| 2016 | ICANN | Cluster Ensembles Optimization Using Coral Reefs Optimization Algorithm. | Huliane M. Silva, Anne M. P. Canuto, Incio Gomes Medeiros, Joo Carlos Xavier Jr. |
| 2016 | IJCNN | An unsupervised-based dynamic feature selection for classification tasks. | Rmulo de O. Nunes, Carine A. Dantas, Anne M. P. Canuto, Joo C. Xavier Junior |
| 2015 | IJCNN | Multi-privacy biometric protection scheme using ensemble systems. | Marcelo Damasceno, Anne M. P. Canuto, Norman Poh |
| 2015 | IJCNN | An analysis of diversity measures for the dynamic design of ensemble of classifiers. | Jose Augusto S. Lustosa Filho, Anne M. P. Canuto, Joo Carlos Xavier Jr. |
| 2015 | IJCNN | Applying the Coral Reefs Optimization algorithm to clustering problems. | Incio Gomes Medeiros, Joo Carlos Xavier Jr., Anne M. P. Canuto |
| 2014 | IJCNN | An empirical analysis of ensemble systems in cancellable behavioural biometrics: A touch screen dataset. | Marcelo Damasceno, Anne M. P. Canuto |
| 2014 | IJCNN | Confidence factor and feature selection for semi-supervised multi-label classification methods. | Fillipe M. Rodrigues, Campus Joao Camara, Anne M. P. Canuto, Araken M. Santos |
| 2014 | IJCNN | Applying the self-training semi-supervised learning in hierarchical multi-label methods. | Araken M. Santos, Anne M. P. Canuto |
| 2013 | CEC | Using good and bad diversity measures in the design of ensemble systems: A genetic algorithm approach. | Antonino Feitosa Neto, Anne M. P. Canuto, Teresa Bernarda Ludermir |
| 2013 | HIS | An empirical analysis of cancellable transformations in a behavioural biometric modality. | Marcelo Damasceno, Anne M. P. Canuto |
| 2013 | ICMLA | A Comparative Analysis of Cryptographic Algorithms and Transformation Functions for Biometric Data. | Isaac de L. Oliveira Filho, Otaciana G. R. Santiago, Anne M. P. Canuto, Benjamn Ren Callejas Bedregal |
| 2013 | IJCNN | Characterization measures of ensemble systems using a meta-learning approach. | Regina R. Parente, Anne M. P. Canuto, Joo Carlos Xavier Jr. |
| 2013 | IJCNN | Using genetic algorithms and ensemble systems in online cancellable signature recognition. | Fernando Pintro, Anne M. P. Canuto, Michael C. Fairhurst |
| 2013 | IJCNN | Using confidence values in multi-label classification problems with semi-supervised learning. | Fillipe M. Rodrigues, Araken de Medeiros Santos, Anne M. P. Canuto |
| 2013 | IJCNN | A comparative analysis of dissimilarity measures for clustering categorical data. | Joo Carlos Xavier Jr., Anne M. P. Canuto, Noriedson D. Almeida, Luiz Marcos Garcia Gonalves |
| 2012 | ICANN | An Investigation of Ensemble Systems Applied to Encrypted and Cancellable Biometric Data. | Isaac de L. Oliveira Filho, Benjamn R. C. Bedregal, Anne M. P. Canuto |
| 2012 | ICANN | New Approach for Clustering Relational Data Based on Relationship and Attribute Information. | Joo C. Xavier Junior, Anne M. P. Canuto, Luiz M. G. Gonalves, Luiz A. H. G. de Oliveira |
| 2012 | ICANN | Bi-objective Genetic Algorithm for Feature Selection in Ensemble Systems. | Laura Emmanuella A. Santana, Anne M. P. Canuto |
| 2012 | IJCNN | A genetic-based approach to features selection for ensembles using a hybrid and adaptive fitness function. | Anne M. P. Canuto, Diego Silveira Costa Nascimento |
| 2012 | IJCNN | Using semi-supervised learning in multi-label classification problems. | Araken M. Santos, Anne M. P. Canuto |
| 2011 | CEC | Optimization techniques for the selection of members and attributes in ensemble systems. | Antonino Feitosa Neto, Anne M. P. Canuto, Elizabeth Ferreira Gouva Goldbarg, Marco Csar Goldbarg |
| 2011 | DEXA | Introducing Affective Agents in Recommendation Systems Based on Relational Data Clustering. | Joo C. Xavier Junior, Alberto Signoretti, Anne M. P. Canuto, Andr Mauricio Campos, Luiz Marcos Gonalves, Srgio V. Fialho |
| 2011 | IJCNN | A hierarchical approach to represent relational data applied to clustering tasks. | Joo C. Xavier Junior, Anne M. P. Canuto, Alex Alves Freitas, Luiz M. G. Gonalves, Carlos Nascimento Silla Jr. |
| 2011 | IJCNN | Bio-inspired meta-heuristic as feature selector in ensemble systems: A comparative analysis. | Laura Emmanuella A. Santana, Anne M. P. Canuto, Ligia Silva |
| 2010 | CEC | A comparative analysis of genetic algorithm and ant colony optimization to select attributes for an heterogeneous ensemble of classifiers. | Laura Emmanuella A. Santana, Ligia Silva, Anne M. P. Canuto, Fernando Pintro, Karliane O. Vale |
| 2010 | HIS | Using a reinforcement-based feature selection method in Classifier Ensemble. | Karliane O. Vale, Antonino Feitosa Neto, Anne M. P. Canuto |
| 2010 | ICANN | Ensemble-Based Methods for Cancellable Biometrics. | Anne M. P. Canuto, Michael C. Fairhurst, Laura Emmanuella A. Santana, Fernando Pintro, Antonino Feitosa Neto |
| 2010 | ICANN | Analyzing Classification Methods in Multi-label Tasks. | Araken M. Santos, Laura Emmanuella A. Santana, Anne M. P. Canuto |
| 2010 | ICMLC | Web log data clustering for a multi-agent recommendation system. | Joo Carlos Xavier Jr., Alex Alves Freitas, Anne M. P. Canuto, Luiz Marcos Gonalves |
| 2009 | CEC | The diversity/accuracy dilemma: An empirical analysis in the context of heterogeneous ensembles. | Diogo F. de Oliveira, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2009 | IJCNN | Use of multi-objective genetic algorithms to investigate the diversity/accuracy dilemma in heterogeneous ensembles. | Diogo F. de Oliveira, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2009 | IJCNN | Feature selection in heterogeneous structure of ensembles: A genetic algorithm approach. | Laura Emmanuella A. Santana, Ligia Silva, Anne M. P. Canuto |
| 2008 | HIS | Accuracy and Diversity in Ensemble Systems Composed of ARTMAP-Based Models. | Araken M. Santos, Anne M. P. Canuto, Joo Carlos Xavier Jr. |
| 2008 | HIS | A Class-Based Feature Selection Method for Ensemble Systems. | Karliane M. O. Vale, Filipe G. Dias, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2008 | ICANN | Using Feature Distribution Methods in Ensemble Systems Combined by Fusion and Selection-Based Methods. | Laura Emmanuella A. Santana, Anne M. P. Canuto, Joo Carlos Xavier Jr. |
| 2008 | IJCNN | An analysis of data distribution methods in classifier combination systems. | Laura Emmanuella A. Santana, Alberto Signoretti, Anne M. P. Canuto |
| 2008 | IJCNN | Investigating the influence of RePART in ensemble systems designed by boosting. | Araken M. Santos, Anne M. P. Canuto |
| 2008 | IJCNN | Empirical comparison of Dynamic Classifier Selection methods based on diversity and accuracy for building ensembles. | Marclio Carlos Pereira de Souto, Rodrigo G. F. Soares, Alixandre Santana, Anne M. P. Canuto |
| 2007 | HIS | Particle Detection on Election Microscopy Micrographs Using Multi-Classifier Systems. | Lucas M. Oliveira, Raul Benites Paradeda, Bruno M. Carvalho, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2007 | ICANN | Using Fuzzy, Neural and Fuzzy-Neural Combination Methods in Ensembles with Different Levels of Diversity. | Anne M. P. Canuto, Mrjory C. C. Abreu |
| 2007 | IJCNN | Evaluating the Influence of the Choice of the Ensemble Members in Some Fuzzy Combination Methods. | Mrjory C. C. Abreu, Anne M. P. Canuto |
| 2007 | IJCNN | Investigating the Use of an Evolutionary Agent-based System for Classification Tasks. | Diogo F. de Oliveira, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2007 | IJCNN | A Comparative Analysis of Feature Selection Methods for Ensembles with Different Combination Methods. | Laura Emmanuella A. Santana, Diogo F. de Oliveira, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2007 | ISDA | Using an Evolutionary Agent-Based System for Classification Tasks. | Diogo F. de Oliveira, Anne M. P. Canuto, Marcilio C. P. de Souto |
| 2006 | HIS | GNeurAge: An Evolutionary Agent-Based System for Classification Tasks. | Diogo F. de Oliveira, Anne M. P. Canuto, Andr Mauricio Campos |
| 2006 | HIS | A Comparative Analysis of Data Distribution Methods in an Agent-Based Neural System for Classification Tasks. | Laura Emmanuella A. Santana, Anne M. P. Canuto, Joo Carlos Xavier Jr., Andr Mauricio Campos |
| 2006 | ICONIP | Using Weighted Combination-Based Methods in Ensembles with Different Levels of Diversity. | Thiago Dutra, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2006 | IJCNN | Analyzing the Benefits of Using a Fuzzy-Neuro Model in the Accuracy of the NeurAge System: an Agent-Based System for Classification Tasks. | Mrjory C. C. Abreu, Anne M. P. Canuto |
| 2006 | IJCNN | Analyzing the Performance of an Agent-based Neural System for Classification Tasks Using Data Distribution among the Agents. | Laura Emmanuella A. Santana, Anne M. P. Canuto, Mrjory C. C. Abreu |
| 2006 | IJCNN | Using Accuracy and Diversity to Select Classifiers to Build Ensembles. | Rodrigo G. F. Soares, Alixandre Santana, Anne M. P. Canuto, Marclio Carlos Pereira de Souto |
| 2005 | HIS | A Comparative Analysis of Negotiation Methods for a Multi-neural Agent System. | Mrjory C. C. Abreu, Anne M. P. Canuto, Laura Emmanuella A. Santana |
| 2005 | HIS | Performance and Diversity Evaluation in Hybrid and Non-Hybrid Structures of Ensembles. | Anne M. P. Canuto, Lucas de Melo Oliveira, Joo Carlos Xavier Jr., Araken M. Santos, Mrjory C. C. Abreu |
| 2005 | IJCNN | A comparative analysis of the performance of hybrid and non-hybrid multi-classifier systems. | Anne M. P. Canuto, Marcilio C. P. de Souto, Araken M. Santos, Valria Maria S. Bezerra, Sussany Mirelli |
| 2004 | ICONIP | Investigating the Use of an Agent-Based Multi-classifier System for Classification Tasks. | Anne M. P. Canuto, Araken M. Santos, Mrjory C. C. Abreu, Valria Maria S. Bezerra, Fernanda M. Souza, Manuel F. Gomes Junior |
| 2003 | IJCNN | Enhancing multi-neural systems through the use of hybrid structures. | Anne M. P. Canuto, Michael C. Fairhurst, Gareth Howells |