Marcílio Carlos Pereira de Souto
Orcid: 0000-0002-7033-8328
According to our database1,
Marcílio Carlos Pereira de Souto
authored at least 86 papers
between 1998 and 2024.
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Bibliography
2024
An adaptive evolutionary multi-objective clustering based on the data properties of the base partitions.
Expert Syst. Appl., 2024
2023
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2023, 2023
2022
An analysis of the admissibility of the objective functions applied in evolutionary multi-objective clustering.
Inf. Sci., 2022
Proceedings of the International Joint Conference on Neural Networks, 2022
Towards Explainable Deep Learning for Image Captioning through Representation Space Perturbation.
Proceedings of the International Joint Conference on Neural Networks, 2022
Proceedings of the Applications of Evolutionary Computation - 25th European Conference, 2022
2021
Automatic recovering the number <i>k</i> of clusters in the data by active query selection.
Proceedings of the SAC '21: The 36th ACM/SIGAPP Symposium on Applied Computing, 2021
Proceedings of the Neural Information Processing - 28th International Conference, 2021
Proceedings of the Neural Information Processing - 28th International Conference, 2021
2020
Appl. Soft Comput., 2020
2019
How Complex Is Your Classification Problem?: A Survey on Measuring Classification Complexity.
ACM Comput. Surv., 2019
2018
Proceedings of the 2018 International Joint Conference on Neural Networks, 2018
Proceedings of the 24th International Conference on Pattern Recognition, 2018
2017
Interpreting multivariate membership degrees of fuzzy clustering methods: A strategy.
Proceedings of the 2017 International Joint Conference on Neural Networks, 2017
2015
Impact of missing data imputation methods on gene expression clustering and classification.
BMC Bioinform., 2015
Impact of Base Partitions on Multi-objective and Traditional Ensemble Clustering Algorithms.
Proceedings of the Neural Information Processing - 22nd International Conference, 2015
Proceedings of the Neural Information Processing - 22nd International Conference, 2015
2014
Proceedings of the 2014 International Joint Conference on Neural Networks, 2014
PVis - Partitions' visualizer: Extracting knowledge by visualizing a collection of partitions.
Proceedings of the 2014 International Joint Conference on Neural Networks, 2014
2013
IEEE ACM Trans. Comput. Biol. Bioinform., 2013
2012
Analysis of complexity indices for classification problems: Cancer gene expression data.
Neurocomputing, 2012
A Comparison of External Clustering Evaluation Indices in the Context of Imbalanced Data Sets.
Proceedings of the 2012 Brazilian Symposium on Neural Networks, 2012
2011
Proceedings of the Meta-Learning in Computational Intelligence, 2011
Proceedings of the 2011 International Joint Conference on Neural Networks, 2011
2010
Proceedings of the 11th Brazilian Symposium on Neural Networks (SBRN 2010), 2010
Proceedings of the 11th Brazilian Symposium on Neural Networks (SBRN 2010), 2010
Complexity measures of supervised classifications tasks: A case study for cancer gene expression data.
Proceedings of the International Joint Conference on Neural Networks, 2010
2009
Neurocomputing, 2009
Using Supervised Complexity Measures in the Analysis of Cancer Gene Expression Data Sets.
Proceedings of the Advances in Bioinformatics and Computational Biology, 2009
Use of multi-objective genetic algorithms to investigate the diversity/accuracy dilemma in heterogeneous ensembles.
Proceedings of the International Joint Conference on Neural Networks, 2009
Mining Rules for the Automatic Selection Process of Clustering Methods Applied to Cancer Gene Expression Data.
Proceedings of the Artificial Neural Networks, 2009
The diversity/accuracy dilemma: An empirical analysis in the context of heterogeneous ensembles.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009
2008
Proceedings of the 10th Brazilian Symposium on Neural Networks (SBRN 2008), 2008
A Strategyfor the Selection of Solutions of the Pareto Front Approximation in Multi-objective Clustering Approaches.
Proceedings of the 10th Brazilian Symposium on Neural Networks (SBRN 2008), 2008
Empirical comparison of Dynamic Classifier Selection methods based on diversity and accuracy for building ensembles.
Proceedings of the International Joint Conference on Neural Networks, 2008
Proceedings of the International Joint Conference on Neural Networks, 2008
Comparative study on normalization procedures for cluster analysis of gene expression datasets.
Proceedings of the International Joint Conference on Neural Networks, 2008
Proceedings of the 8th International Conference on Hybrid Intelligent Systems (HIS 2008), 2008
Proceedings of the 8th International Conference on Hybrid Intelligent Systems (HIS 2008), 2008
2007
Proceedings of the Advances in Bioinformatics and Computational Biology, 2007
Validating Gene Clusterings by Selecting Informative Gene Ontology Terms with Mutual Information.
Proceedings of the Advances in Bioinformatics and Computational Biology, 2007
Proceedings of the Seventh International Conference on Intelligent Systems Design and Applications, 2007
A Comparative Analysis of Feature Selection Methods for Ensembles with Different Combination Methods.
Proceedings of the International Joint Conference on Neural Networks, 2007
Investigating the Use of an Evolutionary Agent-based System for Classification Tasks.
Proceedings of the International Joint Conference on Neural Networks, 2007
Particle Detection on Election Microscopy Micrographs Using Multi-Classifier Systems.
Proceedings of the 7th International Conference on Hybrid Intelligent Systems, 2007
2006
A Dynamic Classifier Selection Method to Build Ensembles using Accuracy and Diversity.
Proceedings of the SBRN 2006, 2006
Proceedings of the International Joint Conference on Neural Networks, 2006
Proceedings of the International Joint Conference on Neural Networks, 2006
Proceedings of the International Joint Conference on Neural Networks, 2006
An Empirical Analysis of Under-Sampling Techniques to Balance a Protein Structural Class Dataset.
Proceedings of the Neural Information Processing, 13th International Conference, 2006
Using Weighted Combination-Based Methods in Ensembles with Different Levels of Diversity.
Proceedings of the Neural Information Processing, 13th International Conference, 2006
Proceedings of the 6th International Conference on Hybrid Intelligent Systems (HIS 2006), 2006
2005
IEEE Trans. Neural Networks, 2005
Proceedings of the Advances in Bioinformatics and Computational Biology, 2005
Evaluation of the Contents of Partitions Obtained with Clustering Gene Expression Data.
Proceedings of the Advances in Bioinformatics and Computational Biology, 2005
Proceedings of the IEEE International Joint Conference on Neural Networks, 2005
A comparative analysis of the performance of hybrid and non-hybrid multi-classifier systems.
Proceedings of the IEEE International Joint Conference on Neural Networks, 2005
An empirical comparison of individual machine learning techniques and ensemble approaches in protein structural class prediction.
Proceedings of the IEEE International Joint Conference on Neural Networks, 2005
Neural Network Use for the Identification of Factors Related to Common Mental Disorders.
Proceedings of the Artificial Neural Networks: Biological Inspirations, 2005
Individual Clustering and Homogeneous Cluster Ensemble Approaches Applied to Gene Expression Data.
Proceedings of the AI 2005: Advances in Artificial Intelligence, 2005
2004
Global optimisation methods for choosing the connectivity pattern of N-tuple classifiers.
Proceedings of the IEEE International Joint Conference on Neural Networks, 2004
Comparative study of connectionist techniques for implementing the pattern recognition system of an artificial nose.
Proceedings of the IEEE International Joint Conference on Neural Networks, 2004
2003
2002
J. Intell. Fuzzy Syst., 2002
J. Intell. Fuzzy Syst., 2002
Comparative study on proximity indices for cluster analysis of gene expression time series.
J. Intell. Fuzzy Syst., 2002
Stability Evaluation of Clustering Algorithms for Time Series Gene Expression Data.
Proceedings of the I Brazilian Workshop on Bioinformatics, 2002
Proceedings of the 7th Brazilian Symposium on Neural Networks (SBRN 2002), 2002
Proceedings of the 7th Brazilian Symposium on Neural Networks (SBRN 2002), 2002
Proceedings of the 7th Brazilian Symposium on Neural Networks (SBRN 2002), 2002
Proceedings of the 7th Brazilian Symposium on Neural Networks (SBRN 2002), 2002
Proceedings of the 7th Brazilian Symposium on Neural Networks (SBRN 2002), 2002
2000
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000
1999
PhD thesis, 1999
Sequential RAM-based Neural Networks: Learnability, Generalisation, Knowledge Extraction, and Grammatical Inference.
Int. J. Neural Syst., 1999
1998
Proceedings of the 5th Brazilian Symposium on Neural Networks (SBRN '98), 1998