Proceedings
The Tenth Brazilian Symposium on Neural Networks
SBRN 2008
October 26-30, 2008
Salvador, BA, Brazil
Edited by
Marley M. B. R. Vellasco
Marcilio C.P. de Souto
Jés de J. F. Cerqueira
Sponsored by
Brazilian Computer Society (SBC)
Special Interest Group of the
International Neural Network Society in Brazil (SIG/INNS/BR)
Organized by
Universidade Federal da Bahia
Supported by
CAPES and CNPq
Los Alamitos,
California
Washington
•
Tokyo
10th Brazilian Symposium on Neural Networks
TABLE OF CONTENTS
PAPER SESSION
A Methodology Using Neural Network to Cluster Validity Discovered from a Marketing
Database...............................................................................................................................................................1
Renato José Sassi, Leandro Augusto da Silva, Emilio Del Moral Hernandez
A Multi-objective Learning Algorithm for RBF Neural Network ..................................................................7
Illya Kokshenev, Antonio Padua Braga
A Neural Network Generating Adaptive Rhythms for Controlling Behavior Based Robotic
Systems...............................................................................................................................................................13
Ernesto Burattini, Silvia Rossi, Massimo De Gregorio
A Solution of Dynamic Vehicle Routing Problem with Time Window via Ant Colony
System Metaheuristic........................................................................................................................................19
Sabrina Moreira de Oliveira, Sérgio Ricardo de Souza, Maria Amélia Lopes Silva
A Strategy for the Selection of Solutions of the Pareto Front Approximation in Multiobjective Clustering Approaches .....................................................................................................................25
Katti Faceli, Marcilio C.P. de Souto, André C.P.L.F. de Carvalho
Adjusting Weights and Architecture of Neural Networks through PSO with Time-Varying
Parameters and Early Stopping.......................................................................................................................31
Lamartine A. Teixeira, Felipe T.G. Oliveira, Adriano L.I. Oliveira, Carmelo J.A. Bastos Filho
Applying Neural Networks to Control Gait of Simulated Robots ................................................................37
Milton Roberto Heinen, Fernando Santos Osório
Applying Static and Dynamic Weight Measures in Ensemble Systems .......................................................43
Raul Paradeda, Joao C. Xavier Junior, Anne M.P. Canuto
Automatic Information Extraction in Semi-structured Official Journals ...................................................49
Valmir Macário Filho, Ricardo B.C. Prudêncio, Francisco A.T. de Carvalho, Leandro R. Torres,
Laerte Rodrigues Júnior, Marcos G. Lima
Bio-inspired Optimization Techniques for SVM Parameter Tuning ...........................................................55
André Luis Debiaso Rossi, André C.P.L.F. de Carvalho
Combining Distances through an Auto-Encoder Network to Verify Signatures.........................................61
Milena R.P. Souza, Leandro R. Almeida, George D.C. Cavalcanti
Easy Efficiency-Enhancement Technique for the ECGA ..............................................................................71
Vinícius V. de Melo, Alexandre C.B. Delbem
Error Entropy and Mean Square Error Minimization Algorithms for Neural Identification
of Supercritical Extraction Process .................................................................................................................77
Rosana Paula de Oliveira Soares, Adriana Rosa Garcez Castro, Roberto Célio Limão de Oliveira,
Vladimiro Miranda
GASpeech: A Framework for Automatically Estimating Input Parameters of Klatt's
Speech Synthesizer ............................................................................................................................................83
José Borges, Igor Couto, Fabíola Oliveira, Tales Imbiriba, Aldebaro Klautau
Hierarchical Agglomerative Clustering of Short-Circuit Faults in Transmission Lines ............................89
Claudomir Cardoso, Yomara Pires, Jefferson Morais, Aldebaro Klautau
Imitation Learning of an Intelligent Navigation System for Mobile Robots Using Reservoir
Computing .........................................................................................................................................................95
Eric A. Antonelo, Benjamin Schrauwen, Dirk Stroobandt
Improving Support of Appropriate Executive Decisions by Combining Artificial Immune
Systems and Fuzzy Logic................................................................................................................................101
Bernardo J. B. Caldas, Flávio R.S. Oliveira, Fernando B. de Lima Neto
Multi-label Text Categorization Using VG-RAM Weightless Neural Networks .......................................107
Claudine Badue, Felipe Pedroni, Alberto F. De Souza
Multi-ring Particle Swarm Optimization......................................................................................................113
Carmelo J. A. Bastos-Filho, Marcel P. Caraciolo, Péricles B. C. Miranda, Danilo F. Carvalho
Neural Control Applied to the Problem of Trajectory Tracking of Mobile Robots with
Uncertainties....................................................................................................................................................119
Nardênio A. Martins, Douglas Bertol, Warody C. Lombardi, Edson R. Pieri, Maria M. Dias
Neurons and Neural Fuzzy Networks Based on Nullnorms ........................................................................125
Michel Hell, Fernando Gomide, Pyramo Costa
Novelty Detection in Time Series Through Self-Organizing Networks: An Empirical
Evaluation of Two Different Paradigms........................................................................................................131
Leonardo Aguayo, Guilherme A. Barreto
On Frequency Sensitive Competitive Learning for VQ Codebook Design ................................................137
P.H. Espírito Santo, R.C. Albuquerque, D.C. Cunha, F. Madeiro
Optimization of the Area under the ROC Curve .........................................................................................143
Cristiano Leite Castro, Antonio Padua Braga
Quantum Logical Neural Networks...............................................................................................................149
Wilson R. de Oliveira, Adenilton J. Silva, Teresa B. Ludermir, Amanda Leonel, Wilson R. Galindo,
Jefferson C.C. Pereira
Searching for a Cryptographic Model Based on the Pre-Image Calculus of Cellular
Automata..........................................................................................................................................................155
Heverton B. Macêdo, Marcelo J.L. Lima, Gina M.B. Oliveira
Segmented Overdetermined Nonlinear Independent Component Analysis for Online
Neural Filtering ...............................................................................................................................................161
Eduardo F. Simas Filho, José Manoel de Seixas, Luiz Pereira Calôba
Selecting Neural Network Forecasting Models Using the Zoomed-Ranking Approach ...........................167
Patrícia M. Santos, Teresa B. Ludermir, Ricardo B. C. Prudêncio
Selection of Radial Basis Functions via Genetic Algorithms in Pattern Recognition
Problems ..........................................................................................................................................................173
Renato Tinós, Luiz Otávio Murta Júnior
Structural and Parametric Evolution of Continuous-Time Recurrent Neural Networks ........................179
Cesar Gomes Miguel, Carolina Feher da Silva, Marcio Lobo Netto
The Growing Self-Organizing Surface Map: Improvements ......................................................................185
Vilson L. DalleMole, Aluizio F. R. Araújo
Tree Decomposition of Multiclass Problems.................................................................................................191
Ana C. Lorena, André C.P.L.F. de Carvalho
Using a Probabilistic Neural Network for a Large Multi-label Problem ...................................................197
Elias Oliveira, Patrick Marques Ciarelli, Alberto F. De Souza, Claudine Badue
Using Support Vector Machines to Predict the Performance of MLP Neural Networks .........................203
Ricardo B.C. Prudêncio, Silvio B. Guerra, Teresa B. Ludermir
Weightless Neural Networks: Knowledge-Based Inference System ...........................................................209
Teresa B. Ludermir, Marcilio C. P. de Souto, Wilson R. de Oliveira
Author Index