Roberto S. M. Barros

According to our database, Roberto S. M. Barros authored at least 60 papers between 1991 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Using Information Flow to estimate interference between developers same method contributions.

Roberto Souto Maior de Barros, Paulo Borba

CoRR, 2024

2023

Paired k-NN learners with dynamically adjusted number of neighbors for classification of drifting data streams.

Juan Isidro González Hidalgo, Silas G. T. C. Santos, Roberto Souto Maior de Barros

Knowl. Inf. Syst., April, 2023

Stock Price Movement Prediction based on Optimized Traditional Machine Learning Models.

Jose Junior De Oliveira Silva, Roberto Souto Maior de Barros, Silas Garrido Teixeira de Carvalho Santos

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

Features and Classes Drift Detector to Deal with Imbalanced Data Streams.

Silas Garrido Teixeira de Carvalho Santos, Danilo Rafael de Lima Cabral, Roberto Souto Maior de Barros

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

Experimenting with Supervised Drift Detectors in Semi-supervised Learning.

José Luis Martínez Pérez, Roberto Souto Maior de Barros, Silas Garrido Teixeira de Carvalho Santos

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

2022

Dynamically Adjusting Diversity in Ensembles for the Classification of Data Streams with Concept Drift.

Juan Isidro González Hidalgo, Silas G. T. C. Santos, Roberto S. M. Barros

ACM Trans. Knowl. Discov. Data, 2022

Evaluating k-NN in the Classification of Data Streams with Concept Drift.

Roberto Souto Maior de Barros, Silas Garrido Teixeira de Carvalho Santos, Jean Paul Barddal

CoRR, 2022

2021

Using spectral entropy and bernoulli map to handle concept drift.

Rohgi Toshio Meneses Chikushi, Roberto Souto Maior de Barros, Marilu Gomes N. Monte da Silva, Bruno Iran Ferreira Maciel

Expert Syst. Appl., 2021

Improving Diversity in Concept Drift Ensembles.

José Luis Martínez Pérez, Laura Maria Palomino Mariño, Roberto Souto Maior de Barros

Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Co-op Training: a Semi-supervised Learning Method for Data Streams.

Paulo Martins Monteiro, Elvys Soares, Roberto Souto Maior de Barros

Proceedings of the 2021 IEEE International Conference on Systems, Man, and Cybernetics, 2021

An Ultimately Simple Concept Drift Detector for Data Streams.

Bruno Iran Ferreira Maciel, Juan Isidro González Hidalgo, Roberto Souto Maior de Barros

Proceedings of the 2021 IEEE International Conference on Systems, Man, and Cybernetics, 2021

Statistical Tests to Identify Virtual Concept Drifts.

Paulo M. Goncalves, Sylvain Chartier, Roberto Souto Maior de Barros

Proceedings of the International Joint Conference on Neural Networks, 2021

2020

MOAManager: A tool to support data stream experiments.

Bruno Iran Ferreira Maciel, Silas G. T. C. Santos, Roberto S. M. Barros

Softw. Pract. Exp., 2020

Online AdaBoost-based methods for multiclass problems.

Silas Garrido Teixeira de Carvalho Santos, Roberto Souto Maior de Barros

Artif. Intell. Rev., 2020

Statistical Tests Ensemble Drift Detector.

José Luis Martínez Pérez, Roberto S. M. Barros, Silas G. T. C. Santos

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

A Change Detector for Prior Probabilities of Classes.

Paulo M. Goncalves, Roberto S. M. Barros, Sylvain Chartier

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

EMZD: Equal Means Z-Test Concept Drift Detector.

Danilo Rafael de Lima Cabral, Roberto Souto Maior de Barros

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

2019

A differential evolution based method for tuning concept drift detectors in data streams.

Silas G. T. C. Santos, Roberto S. M. Barros, Paulo Mauricio Gonçalves Jr.

Inf. Sci., 2019

An overview and comprehensive comparison of ensembles for concept drift.

Roberto Souto Maior de Barros, Silas Garrido Teixeira de Carvalho Santos

Inf. Fusion, 2019

Experimenting with prequential variations for data stream learning evaluation.

Juan Isidro González Hidalgo, Bruno Iran Ferreira Maciel, Roberto S. M. Barros

Comput. Intell., 2019

Improving Fast Adaptive Stacking of Ensembles.

Laura Maria Palomino Mariño, Juan Isidro González Hidalgo, Roberto S. M. Barros, Germano C. Vasconcelos

Proceedings of the International Joint Conference on Neural Networks, 2019

Cosine Similarity Drift Detector.

Juan Isidro González Hidalgo, Laura Maria Palomino Mariño, Roberto Souto Maior de Barros

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2019: Text and Time Series, 2019

2018

Concept drift detection based on Fisher's Exact test.

Danilo Rafael de Lima Cabral, Roberto Souto Maior de Barros

Inf. Sci., 2018

A large-scale comparison of concept drift detectors.

Roberto Souto Maior de Barros, Silas Garrido Teixeira de Carvalho Santos

Inf. Sci., 2018

Wilcoxon Rank Sum Test Drift Detector.

Roberto Souto Maior de Barros, Juan Isidro González Hidalgo, Danilo Rafael de Lima Cabral

Neurocomputing, 2018

2017

RDDM: Reactive drift detection method.

Roberto Souto Maior de Barros, Danilo Rafael de Lima Cabral, Paulo Mauricio Gonçalves Jr., Silas Garrido Teixeira de Carvalho Santos

Expert Syst. Appl., 2017

2016

A Boosting-like Online Learning Ensemble.

Roberto Souto Maior de Barros, Silas Garrido Teixeira de Carvalho Santos, Paulo Mauricio Gonçalves Júnior

Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

2015

A large-scale study on the usage of Java's concurrent programming constructs.

Gustavo Pinto, Weslley Torres, Benito Fernandes, Fernando Castor Filho, Roberto Souto Maior de Barros

J. Syst. Softw., 2015

Perceptual video quality assessment for adaptive streaming encoding.

Estevao C. Monteiro, Ricardo E. P. Scholz, Carlos A. G. Ferraz, Tsang Ing Ren, Roberto Souto Maior de Barros

Proceedings of the 2015 Visual Communications and Image Processing, 2015

Optimizing the Parameters of Drift Detection Methods Using a Genetic Algorithm.

Silas Garrido Teixeira de Carvalho Santos, Roberto Souto Maior de Barros, Paulo Mauricio Gonçalves Júnior

Proceedings of the 27th IEEE International Conference on Tools with Artificial Intelligence, 2015

A Lightweight Concept Drift Detection Ensemble.

Bruno Iran Ferreira Maciel, Silas Garrido Teixeira de Carvalho Santos, Roberto Souto Maior de Barros

Proceedings of the 27th IEEE International Conference on Tools with Artificial Intelligence, 2015

2014

A comparative study on concept drift detectors.

Paulo Mauricio Gonçalves Jr., Silas Garrido Teixeira de Carvalho Santos, Roberto Souto Maior de Barros, Davi Carnauba de Lima Vieira

Expert Syst. Appl., 2014

Speeding Up Recovery from Concept Drifts.

Silas Garrido Teixeira de Carvalho Santos, Paulo Mauricio Gonçalves Júnior, Geyson Daniel dos Santos Silva, Roberto Souto Maior de Barros

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2014

2013

RCD: A recurring concept drift framework.

Paulo Mauricio Gonçalves Jr., Roberto Souto Maior de Barros

Pattern Recognit. Lett., 2013

2012

Comparing FBTSeg and NNTree Implementations with Established Ensemble Methods.

Roberto Angelo Fernandes Santos, Roberto Souto Maior de Barros

Proceedings of the IEEE 24th International Conference on Tools with Artificial Intelligence, 2012

On the Use of Data Mining Tools for Data Preparation in Classification Problems.

Paulo M. Goncalves, Roberto Souto Maior de Barros, Davi C. de L. Vieira

Proceedings of the 2012 IEEE/ACIS 11th International Conference on Computer and Information Science, Shanghai, China, May 30, 2012

2011

Comparing approaches to prepare data in classification problems.

Paulo M. Goncalves, Roberto Souto Maior de Barros

Proceedings of the 9th IEEE/ACS International Conference on Computer Systems and Applications, 2011

Automating Data Preprocessing with DMPML and KDDML.

Paulo M. Goncalves, Roberto Souto Maior de Barros

Proceedings of the 10th IEEE/ACIS International Conference on Computer and Information Science, 2011

2010

OntoPsic: Leveraging the Knowledge in the Treatment and Diagnosis of Telepsychiatry.

Fabrício da Costa Dias, Ryan Ribeiro de Azevedo, Cleyton Mário de Oliveira Rodrigues, Eric Rommel Dantas Galvão, Guilherme Ataíde Dias, Roberto Souto Maior de Barros

Proceedings of the Fourth International Conference on Network and System Security, 2010

2008

A Model-Driven Method for the Development of Web Applications User Interaction Layer.

Ricardo A. C. de Souza, Roberto Souto Maior de Barros

Proceedings of the Second IEEE/IFIP International Symposium on Theoretical Aspects of Software Engineering, 2008

DMPML Data Mining Preparation Markup Language.

Paulo M. Goncalves, Adrian L. Arnaud, Roberto Souto Maior de Barros

Proceedings of the 6th ACS/IEEE International Conference on Computer Systems and Applications, 2008

2007

Web Services Quality Assurance: A XML-Based Quality Model.

José Jorge Lima Dias Jr., José Adson O. G. da Cunha, Alexandre Álvaro, Roberto S. M. de Barros, Silvio Romero de Lemos Meira

Proceedings of the 6th Brazilian Symposium on Software Quality, 2007

A XML-based quality model for web services certification.

Jorge Dias Jr., José Adson O. G. da Cunha, Alexandre Álvaro, Roberto Souto Maior de Barros, Silvio Romero de Lemos Meira

Proceedings of the ICEIS 2007, 2007

2006

Web engineering meets natural language processing: a vocal interface generation practice.

Hendrik T. Macedo, Jacques Robin, Roberto Souto Maior de Barros

Proceedings of the 11th Brazilian Symposium on Multimedia and the Web, 2006

A model for extending legacy applications by implementing new requirements as components.

Nicomedes L. Cavalcanti, Roberto Souto Maior de Barros, Mlexener Bezerra Romeiro

Proceedings of the 2006 IEEE International Conference on Services Computing (SCC 2006), 2006

2005

Interaction pattern gathering in service-oriented applications.

A. M. Silva Filho, Hans K. E. Liesenberg, Roberto S. M. Barros

Proceedings of the 2005 IEEE International Workshop on Service-Oriented System Engineering (SOSE 2005), 2005

Managing Petri Nets in MOF Repositories.

Hélio Lopes dos Santos, Paulo Romero Martins Maciel, Nelson S. Rosa, Roberto Souto Maior de Barros

Proceedings of the On the Move to Meaningful Internet Systems 2005: CoopIS, 2005

Providing Geographic-Multidimensional Decision Support over the Web.

Joel da Silva, Valéria Cesário Times, Robson do Nascimento Fidalgo, Roberto Souto Maior de Barros

Proceedings of the Web Technologies Research and Development - APWeb 2005, 7th Asia-Pacific Web Conference, Shanghai, China, March 29, 2005

2004

Um Framework para Extração de Dados em Documentos Científicos: Uma Abordagem baseada em XML.

Davi Medeiros Cabral, Roberto Souto Maior de Barros

Proceedings of the 1st Brazilian Symposium on Information Systems, 2004

Towards a Web Service for Geographic and Multidimensional Processing.

Joel da Silva, Valéria Cesário Times, Robson do Nascimento Fidalgo, Roberto Souto Maior de Barros

Proceedings of the VI Brazilian Symposium on Geoinformatics, 2004

2003

XOCL - an XML Language for Specifying Logical Constraints in Object Oriented Models.

Franklin Ramalho, Jacques Robin, Roberto Souto Maior de Barros

J. Univers. Comput. Sci., 2003

Uma Proposta para Gerenciamento de Metadados nos Padrões XML e DTD em Repositórios MOF.

Hélio Lopes dos Santos, Roberto Souto Maior de Barros, Décio Fonseca

Proceedings of the XVIII Simpósio Brasileiro de Bancos de Dados, 2003

GMLA: A XML Schema for Integration and Exchange of Multidimensional-Geographical Data.

Robson do Nascimento Fidalgo, Joel da Silva, Valéria Cesário Times, Fernando da Fonseca de Souza, Roberto Souto Maior de Barros

Proceedings of the Anais GEOINFO 2003, 2003

A Proposal for Management of RDF and RDF Schema Metadata in MOF.

Hélio Lopes dos Santos, Roberto Souto Maior de Barros, Décio Fonseca

Proceedings of the On The Move to Meaningful Internet Systems 2003: CoopIS, DOA, and ODBASE, 2003

2002

User Interface Design for Web Collaborative Systems.

Antonio Mendes da Silva Filho, Roberto S. M. de Barros, Hans K. E. Liesenberg

Proceedings of the 16th Brazilian Symposium on Software Engineering, 2002

1997

On the Formal Specification and Derivation of Relational Database Applications.

Roberto Souto Maior de Barros

Proceedings of the US-Brazil Joint Workshops on the Formal Foundations of Software Systems, 1997

1994

On the formal specification and derivation of relational database applications.

Roberto Souto Maior de Barros

PhD thesis, 1994

Deriving Relational Database Programs from Formal Specifications.

Roberto Souto Maior de Barros

Proceedings of the FME '94: Industrial Benefit of Formal Methods, 1994

1992

Formal Development of Relational Database Applications.

Roberto S. M. Barros, David J. Harper

Proceedings of the Specifications of Database Systems, 1992

1991

A Method for the Specification of Relational Database Applications.

Roberto Souto Maior de Barros, David J. Harper

Proceedings of the Z User Workshop, York, UK, 16-17 December 1991, Proceedings, 1991