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1

How Complex Is Your Classification Problem?

Lorena, Ana C., Garcia, Luís P. F., Lehmann, Jens, Souto, Marcilio C. P., Ho, Tin Kam

Journal:

ACM Computing Surveys

Year:

2019

Language:

english

File:

PDF, 1.07 MB

english, 2019

2

[Lecture Notes in Computer Science] Advances in Bioinformatics and Computational Biology Volume 7409 || A Comparative Analysis of Public Ligand Databases Based on Molecular Descriptors

de Souto, Marcilio C., Kann, Maricel G.

Year:

2012

Language:

english

File:

PDF, 175 KB

english, 2012

3

Clustering cancer gene expression data: a comparative study

Marcilio CP de Souto, Ivan G Costa, Daniel SA de Araujo, Teresa B Ludermir, Alexander Schliep

Journal:

BMC Bioinformatics

Year:

2008

Language:

english

File:

PDF, 1.08 MB

english, 2008

4

[IEEE 2008 IEEE International Joint Conference on Neural Networks (IJCNN 2008 - Hong Kong) - Hong Kong, China (2008.06.1-2008.06.8)] 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence) - Ranking and selecting clustering algorithms using a meta-learning approach

de Souto, Marcilio C. P., Prudencio, Ricardo B. C., Soares, Rodrigo G. F., de Araujo, Daniel S. A., Costa, Ivan G., Ludermir, Teresa B., Schliep, Alexander

Year:

2008

Language:

english

File:

PDF, 149 KB

english, 2008

5

[IEEE 2018 International Joint Conference on Neural Networks (IJCNN) - Rio de Janeiro (2018.7.8-2018.7.13)] 2018 International Joint Conference on Neural Networks (IJCNN) - Data Complexity Measures for Imbalanced Classification Tasks

Barella, Victor H., Garcia, Luis P. F., de Souto, Marcilio P., Lorena, Ana C., de Carvalho, Andre

Year:

2018

Language:

english

File:

PDF, 2.37 MB

english, 2018

6

How Complex Is Your Classification Problem?

Lorena, Ana C., Garcia, Luís P. F., Lehmann, Jens, Souto, Marcilio C. P., Ho, Tin Kam

Journal:

ACM Computing Surveys

Year:

2019

File:

PDF, 1.07 MB

2019

7

Special issue for the SBRN Guest Editorial

Marley Vellasco, Marcilio C.P. Souto, André C.P.L.F. de Carvalho

Journal:

Year:

2010

Language:

english

File:

PDF, 77 KB

english, 2010

8

[Lecture Notes in Computer Science] Advances in Bioinformatics and Computational Biology Volume 7409 || Evaluating Correlation Coefficients for Clustering Gene Expression Profiles of Cancer

de Souto, Marcilio C., Kann, Maricel G.

Year:

2012

Language:

english

File:

PDF, 216 KB

english, 2012

9

[IEEE 2014 International Joint Conference on Neural Networks (IJCNN) - Beijing, China (2014.7.6-2014.7.11)] 2014 International Joint Conference on Neural Networks (IJCNN) - Issues on sampling negative examples for predicting prokaryotic promoters

Gusmao, Eduardo G., de Souto, Marcilio C. P.

Year:

2014

Language:

english

File:

PDF, 667 KB

english, 2014

10

[IEEE 2014 International Joint Conference on Neural Networks (IJCNN) - Beijing, China (2014.7.6-2014.7.11)] 2014 International Joint Conference on Neural Networks (IJCNN) - PVis — Partitions' visualizer: Extracting knowledge by visualizing a collection of partitions

Faceli, Katti, Sakata, Tiemi C., de Carvalho, Andre C. P. L. F., de Souto, Marcilio C. P.

Year:

2014

Language:

english

File:

PDF, 446 KB

english, 2014

11

[IEEE 2009 International Joint Conference on Neural Networks (IJCNN 2009 - Atlanta) - Atlanta, Ga, USA (2009.06.14-2009.06.19)] 2009 International Joint Conference on Neural Networks - Use of multi-objective genetic algorithms to investigate the diversity/accuracy dilemma in heterogeneous ensembles

de Oliveira, Diogo F., Canuto, Anne M. P., de Souto, Marcilio C. P.

Year:

2009

Language:

english

File:

PDF, 1.30 MB

english, 2009

12

Multi-objective clustering ensemble

Faceli, Katti, de Carvalho, André C. P. L. F., de Souto, Marcílio C.P., Köppen, M., Weber, R.

Journal:

International Journal of Hybrid Intelligent Systems

Year:

2007

Language:

english

File:

PDF, 126 KB

english, 2007

13

[IEEE 2018 24th International Conference on Pattern Recognition (ICPR) - Beijing (2018.8.20-2018.8.24)] 2018 24th International Conference on Pattern Recognition (ICPR) - Classifier Recommendation Using Data Complexity Measures

Garcia, Luis P. F., Lorena, Ana C., de Souto, Marcilio C. P., Ho, Tin Kam

Year:

2018

File:

PDF, 204 KB

2018

14

Electrochemical ecology: VIMP monitoring of plant defense against external stressors

Doménech-Carbó, Antonio, Cebrián-Torrejón, Gerardo, Lopes-Souto, Augusto, Martins-de-Moraes, Marcilio, Jorge-Kato, Massuo, Fechine-Tavares, Josean, Barbosa-Filho, José Maria

Journal:

Year:

2015

Language:

english

File:

PDF, 645 KB

english, 2015

15

Analysis of complexity indices for classification problems: Cancer gene expression data

Ana C. Lorena, Ivan G. Costa, Newton Spolaôr, Marcilio C.P. de Souto

Journal:

Year:

2012

Language:

english

File:

PDF, 594 KB

english, 2012

16

Guest Editorial for Special Section on BSB 2012

de Souto, Marcilio C.P., Kann, Maricel

Journal:

IEEE/ACM Transactions on Computational Biology and Bioinformatics

Year:

2013

Language:

english

File:

PDF, 69 KB

english, 2013

17

[IEEE 2017 International Joint Conference on Neural Networks (IJCNN) - Anchorage, AK, USA (2017.5.14-2017.5.19)] 2017 International Joint Conference on Neural Networks (IJCNN) - Interpreting multivariate membership degrees of fuzzy clustering methods: A strategy

Pimentel, Bruno A., de Souto, Marcilio C. P., de Souza, Renata M. C. R.

Year:

2017

Language:

english

File:

PDF, 135 KB

english, 2017

18

[Lecture Notes in Computer Science] Advances in Bioinformatics and Computational Biology Volume 7409 ||

de Souto, Marcilio C., Kann, Maricel G.

Year:

2012

Language:

english

File:

PDF, 6.98 MB

english, 2012

19

[IEEE 2008 IEEE International Joint Conference on Neural Networks (IJCNN 2008 - Hong Kong) - Hong Kong, China (2008.06.1-2008.06.8)] 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence) - Empirical comparison of Dynamic Classifier Selection methods based on diversity and accuracy for building ensembles

de Souto, Marcilio C. P., Soares, Rodrigo G. F., Santana, Alixandre, Canuto, Anne M. P.

Year:

2008

Language:

english

File:

PDF, 129 KB

english, 2008

20

[IEEE 7th International Conference on Hybrid Intelligent Systems (HIS 2007) - Kaiserslautern, Germany (2007.09.17-2007.09.19)] 7th International Conference on Hybrid Intelligent Systems (HIS 2007) - Particle Detection on Election Microscopy Micrographs Using Multi-Classifier Systems

Oliveira, Lucas M., Paradeda, Raul B., Carvalho, Bruno M., Canuto, Anne M.P., de Souto, Marcilio C.P.

Year:

2007

Language:

english

File:

PDF, 332 KB

english, 2007

21

Automatic parameters selection in machine learning

Teresa B. Ludermir, Marcilio C.P. de Souto, Marley Vellasco

Journal:

Year:

2012

Language:

english

File:

PDF, 80 KB

english, 2012

22

Partitions selection strategy for set of clustering solutions

Katti Faceli, Tiemi C. Sakata, Marcilio C.P. de Souto, André C.P.L.F. de Carvalho

Journal:

Year:

2010

Language:

english

File:

PDF, 885 KB

english, 2010

23

[IEEE 2011 International Joint Conference on Neural Networks (IJCNN 2011 - San Jose) - San Jose, CA, USA (2011.07.31-2011.08.5)] The 2011 International Joint Conference on Neural Networks - A tool to implement probabilistic automata in RAM-based neural networks

Souto, Marcilio C. P. de, Oliveira, Jose C. M., Ludermir, Teresa B.

Year:

2011

Language:

english

File:

PDF, 1.88 MB

english, 2011

24

[IEEE 2009 IEEE Congress on Evolutionary Computation (CEC) - Trondheim, Norway (2009.05.18-2009.05.21)] 2009 IEEE Congress on Evolutionary Computation - The diversity/accuracy dilemma: An empirical analysis in the context of heterogeneous ensembles

de Oliveira, Diogo F., Canuto, Anne M. P., de Souto, Marcilio C. P.

Year:

2009

Language:

english

File:

PDF, 235 KB

english, 2009

25

[IEEE 2008 10th Brazilian Symposium on Neural Networks (SBRN) - Salvador, Brazil (2008.10.26-2008.10.30)] 2008 10th Brazilian Symposium on Neural Networks - Weightless Neural Networks: Knowledge-Based Inference System

Ludermir, Teresa B., Souto, Marcilio C. P. de, Oliveira, Wilson R. de

Year:

2008

Language:

english

File:

PDF, 151 KB

english, 2008

26

Introduction by Guest Editors

Ludermir, Teresa B., de Souto, Marcilio C. P.

Journal:

International Journal of Neural Systems

Year:

2003

Language:

english

File:

PDF, 361 KB

english, 2003

27

[IEEE 2006 Sixth International Conference on Hybrid Intelligent Systems (HIS'06) - Rio de Janeiro, Brazil (2006.12.13-2006.12.13)] 2006 Sixth International Conference on Hybrid Intelligent Systems (HIS'06) - Extracting Symbolic Rules from Clustering of Gene Expression Data

Costa, Welbson, De Assis, Mateus, De Souto, Marcilio

Year:

2006

Language:

english

File:

PDF, 161 KB

english, 2006

28

Sequential RAM-based Neural Networks: Learnability, Generalisation, Knowledge Extraction, And Grammatical Inference

SOUTO, MARCÍLIO C.P.DE, ADEODATO, PAULO J. L., LUDERMIR, TERESA B.

Journal:

International Journal of Neural Systems

Year:

1999

Language:

english

File:

PDF, 1.26 MB

english, 1999

29

Brazilian Symposium on Neural Networks (SBRN2006)

André C.P.L.F. de Carvalho, Anne M.P. Canuto, Marcilio C.P. de Souto

Journal:

Year:

2008

Language:

english

File:

PDF, 72 KB

english, 2008

30

[IEEE 7th International Conference on Hybrid Intelligent Systems (HIS 2007) - Kaiserslautern, Germany (2007.09.17-2007.09.19)] 7th International Conference on Hybrid Intelligent Systems (HIS 2007) - Particle Detection on Election Microscopy Micrographs Using Multi-Classifier Systems

Oliveira, Lucas M., Paradeda, Raul B., Carvalho, Bruno M., Canuto, Anne M.P., de Souto, Marcilio C.P.

Year:

2007

Language:

english

File:

PDF, 332 KB

english, 2007

31

Multi-objective clustering ensemble for gene expression data analysis

Katti Faceli, Marcilio C.P. de Souto, Daniel S.A. de Araújo, André C.P.L.F. de Carvalho

Journal:

Year:

2009

Language:

english

File:

PDF, 297 KB

english, 2009

32

[IEEE 2008 8th International Conference on Hybrid Intelligent Systems (HIS) - Barcelona, Spain (2008.09.10-2008.09.12)] 2008 Eighth International Conference on Hybrid Intelligent Systems - A Class-Based Feature Selection Method for Ensemble Systems

Vale, Karliane M.O., Dias, Filipe G., Canuto, Anne M.P., Souto, Marcílio C.P.

Year:

2008

Language:

english

File:

PDF, 147 KB

english, 2008

33

[IEEE 2008 8th International Conference on Hybrid Intelligent Systems (HIS) - Barcelona, Spain (2008.09.10-2008.09.12)] 2008 Eighth International Conference on Hybrid Intelligent Systems - On the Complexity of Gene Expression Classification Data Sets

Lorena, Ana C., Costa, Ivan G., Souto, Marcilio C.P. de

Year:

2008

Language:

english

File:

PDF, 209 KB

english, 2008

34

Hybrid strategy for selecting compact set of clustering partitions

Antunes, Vanessa, Sakata, Tiemi C., Faceli, Katti, de Souto, Marcilio C.P.

Journal:

Applied Soft Computing

Year:

2020

File:

PDF, 998 KB

2020

35

[IEEE 2006 Ninth Brazilian Symposium on Neural Networks (SBRN'06) - Ribeirao Preto, Brazil (2006.10.23-2006.10.23)] 2006 Ninth Brazilian Symposium on Neural Networks (SBRN'06) - A Dynamic Classifier Selection Method to Build Ensembles using Accuracy and Diversity

Santana, Alixandre, F Soares, Rodrigo, P Canuto, Anne, P De Souto, Marcilio

Year:

2006

Language:

english

File:

PDF, 227 KB

english, 2006

36

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - Complexity measures of supervised classifications tasks: A case study for cancer gene expression data

de Souto, Marcilio C. P., Lorena, Ana C., Spolaor, Newton, Costa, Ivan G.

Year:

2010

Language:

english

File:

PDF, 820 KB

english, 2010

37

Impact of missing data imputation methods on gene expression clustering and classification

de Souto, Marcilio CP, Jaskowiak, Pablo A, Costa, Ivan G

Journal:

BMC Bioinformatics

Year:

2015

Language:

english

File:

PDF, 381 KB

english, 2015

38

[IEEE 2012 Brazilian Symposium on Neural Networks (SBRN) - Curitiba, Parana, Brazil (2012.10.20-2012.10.25)] 2012 Brazilian Symposium on Neural Networks - A Comparison of External Clustering Evaluation Indices in the Context of Imbalanced Data Sets

de Souto, Marcilio C.P., Coelho, Andre L.V., Faceli, Katti, Sakata, Tiemi C., Bonadia, Viviane, Costa, Ivan G.

Year:

2012

Language:

english

File:

PDF, 206 KB

english, 2012

39

[Lecture Notes in Computer Science] Advances in Bioinformatics and Computational Biology Volume 7409 || Transposition Diameter and Lonely Permutations

de Souto, Marcilio C., Kann, Maricel G.

Year:

2012

Language:

english

File:

PDF, 249 KB

english, 2012

40

[IEEE 2007 International Joint Conference on Neural Networks - Orlando, FL, USA (2007.08.12-2007.08.17)] 2007 International Joint Conference on Neural Networks - Investigating the Use of an Evolutionary Agent-based System for Classification Tasks

Oliveira, Diogo F, Canuto, Anne, de Souto, Marcilio C P

Year:

2007

Language:

english

File:

PDF, 237 KB

english, 2007

41

[IEEE 2008 IEEE International Joint Conference on Neural Networks (IJCNN 2008 - Hong Kong) - Hong Kong, China (2008.06.1-2008.06.8)] 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence) - Comparative study on normalization procedures for cluster analysis of gene expression datasets

de Souto, Marcilio C. P., de Araujo, Daniel S. A., Costa, Ivan G., Soares, Rodrigo G. F., Ludermir, Teresa B., Schliep, Alexander

Year:

2008

Language:

english

File:

PDF, 139 KB

english, 2008

42

[IEEE 2006 Sixth International Conference on Hybrid Intelligent Systems (HIS'06) - Rio de Janeiro, Brazil (2006.12.13-2006.12.13)] 2006 Sixth International Conference on Hybrid Intelligent Systems (HIS'06) - Multi-Objective Clustering Ensemble

Faceli, Katti, De Carvalho, Andre, De Souto, Marcilio

Year:

2006

Language:

english

File:

PDF, 105 KB

english, 2006

43

Comparative analysis of clustering methods for gene expression time course data

Costa, Ivan G., Carvalho, Francisco de A. T. de, Souto, Marcílio C. P. de

Journal:

Genetics and Molecular Biology

Year:

2004

Language:

english

File:

PDF, 675 KB

english, 2004

44

[IEEE 2007 International Joint Conference on Neural Networks - Orlando, FL, USA (2007.08.12-2007.08.17)] 2007 International Joint Conference on Neural Networks - A Comparative Analysis of Feature Selection Methods for Ensembles with Different Combination Methods

Santana, Laura Emmanuella A, de Oliveira, Diogo F, Canuto, Anne M P, de Souto, Marcilio C P

Year:

2007

Language:

english

File:

PDF, 256 KB

english, 2007

45

[IEEE 2008 10th Brazilian Symposium on Neural Networks (SBRN) - Salvador, Brazil (2008.10.26-2008.10.30)] 2008 10th Brazilian Symposium on Neural Networks - A Strategy for the Selection of Solutions of the Pareto Front Approximation in Multi-objective Clustering Approaches

Faceli, Katti, Souto, Marcilio C.P. de, Carvalho, André C.P.L.F. de

Year:

2008

Language:

english

File:

PDF, 480 KB

english, 2008

46

[Lecture Notes in Computer Science] Advances in Bioinformatics and Computational Biology Volume 7409 || Phylogenetic Distance Computation Using CUDA

de Souto, Marcilio C., Kann, Maricel G.

Year:

2012

Language:

english

File:

PDF, 190 KB

english, 2012

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