Roberto S. M. Barros

Orcid: 0000-0002-3127-822X

Affiliations:
  • Federal University of Pernambuco, Recife, Brazil


According to our database1, Roberto S. M. Barros authored at least 59 papers between 1991 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2023
Paired k-NN learners with dynamically adjusted number of neighbors for classification of drifting data streams.
Knowl. Inf. Syst., April, 2023

Stock Price Movement Prediction based on Optimized Traditional Machine Learning Models.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

Features and Classes Drift Detector to Deal with Imbalanced Data Streams.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

Experimenting with Supervised Drift Detectors in Semi-supervised Learning.
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.
ACM Trans. Knowl. Discov. Data, 2022

Evaluating k-NN in the Classification of Data Streams with Concept Drift.
CoRR, 2022

2021
Using spectral entropy and bernoulli map to handle concept drift.
Expert Syst. Appl., 2021

Improving Diversity in Concept Drift Ensembles.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2021

Co-op Training: a Semi-supervised Learning Method for Data Streams.
Proceedings of the 2021 IEEE International Conference on Systems, Man, and Cybernetics, 2021

An Ultimately Simple Concept Drift Detector for Data Streams.
Proceedings of the 2021 IEEE International Conference on Systems, Man, and Cybernetics, 2021

Statistical Tests to Identify Virtual Concept Drifts.
Proceedings of the International Joint Conference on Neural Networks, 2021

2020
MOAManager: A tool to support data stream experiments.
Softw. Pract. Exp., 2020

Online AdaBoost-based methods for multiclass problems.
Artif. Intell. Rev., 2020

Statistical Tests Ensemble Drift Detector.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

A Change Detector for Prior Probabilities of Classes.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

EMZD: Equal Means Z-Test Concept Drift Detector.
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.
Inf. Sci., 2019

An overview and comprehensive comparison of ensembles for concept drift.
Inf. Fusion, 2019

Experimenting with prequential variations for data stream learning evaluation.
Comput. Intell., 2019

Improving Fast Adaptive Stacking of Ensembles.
Proceedings of the International Joint Conference on Neural Networks, 2019

Cosine Similarity Drift Detector.
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.
Inf. Sci., 2018

A large-scale comparison of concept drift detectors.
Inf. Sci., 2018

Wilcoxon Rank Sum Test Drift Detector.
Neurocomputing, 2018

2017
RDDM: Reactive drift detection method.
Expert Syst. Appl., 2017

2016
A Boosting-like Online Learning Ensemble.
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.
J. Syst. Softw., 2015

Perceptual video quality assessment for adaptive streaming encoding.
Proceedings of the 2015 Visual Communications and Image Processing, 2015

Optimizing the Parameters of Drift Detection Methods Using a Genetic Algorithm.
Proceedings of the 27th IEEE International Conference on Tools with Artificial Intelligence, 2015

A Lightweight Concept Drift Detection Ensemble.
Proceedings of the 27th IEEE International Conference on Tools with Artificial Intelligence, 2015

2014
A comparative study on concept drift detectors.
Expert Syst. Appl., 2014

Speeding Up Recovery from Concept Drifts.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2014

2013
RCD: A recurring concept drift framework.
Pattern Recognit. Lett., 2013

2012
Comparing FBTSeg and NNTree Implementations with Established Ensemble Methods.
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.
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.
Proceedings of the 9th IEEE/ACS International Conference on Computer Systems and Applications, 2011

Automating Data Preprocessing with DMPML and KDDML.
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.
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.
Proceedings of the Second IEEE/IFIP International Symposium on Theoretical Aspects of Software Engineering, 2008

DMPML Data Mining Preparation Markup Language.
Proceedings of the 6th ACS/IEEE International Conference on Computer Systems and Applications, 2008

2007
Web Services Quality Assurance: A XML-Based Quality Model.
Proceedings of the 6th Brazilian Symposium on Software Quality, 2007

A XML-based quality model for web services certification.
Proceedings of the ICEIS 2007, 2007

2006
Web engineering meets natural language processing: a vocal interface generation practice.
Proceedings of the 11th Brazilian Symposium on Multimedia and the Web, 2006

A model for extending legacy applications by implementing new requirements as components.
Proceedings of the 2006 IEEE International Conference on Services Computing (SCC 2006), 2006

2005
Interaction pattern gathering in service-oriented applications.
Proceedings of the 2005 IEEE International Workshop on Service-Oriented System Engineering (SOSE 2005), 2005

Managing Petri Nets in MOF Repositories.
Proceedings of the On the Move to Meaningful Internet Systems 2005: CoopIS, 2005

Providing Geographic-Multidimensional Decision Support over the Web.
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.
Proceedings of the 1st Brazilian Symposium on Information Systems, 2004

Towards a Web Service for Geographic and Multidimensional Processing.
Proceedings of the VI Brazilian Symposium on Geoinformatics, 2004

2003
XOCL - an XML Language for Specifying Logical Constraints in Object Oriented Models.
J. Univers. Comput. Sci., 2003

Uma Proposta para Gerenciamento de Metadados nos Padrões XML e DTD em Repositórios MOF.
Proceedings of the XVIII Simpósio Brasileiro de Bancos de Dados, 2003

GMLA: A XML Schema for Integration and Exchange of Multidimensional-Geographical Data.
Proceedings of the Anais GEOINFO 2003, 2003

A Proposal for Management of RDF and RDF Schema Metadata in MOF.
Proceedings of the On The Move to Meaningful Internet Systems 2003: CoopIS, DOA, and ODBASE, 2003

2002
User Interface Design for Web Collaborative Systems.
Proceedings of the 16th Brazilian Symposium on Software Engineering, 2002

1997
On the Formal Specification and Derivation of Relational Database Applications.
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.
PhD thesis, 1994

Deriving Relational Database Programs from Formal Specifications.
Proceedings of the FME '94: Industrial Benefit of Formal Methods, 1994

1992
Formal Development of Relational Database Applications.
Proceedings of the Specifications of Database Systems, 1992

1991
A Method for the Specification of Relational Database Applications.
Proceedings of the Z User Workshop, York, UK, 16-17 December 1991, Proceedings, 1991


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