| 2012 | The Use of Artificial Neural Network in the Design of Metamaterials. | Cristhianne F. L. Vasconcelos, Saulo L. Rgo, Rossana M. S. Cruz |
| 2012 | Optimizing the Extreme Learning Machine Using Harmony Search for Hydrologic Time Series Forecasting. | Ivna Valena, Muser Jorge Silva Valena |
| 2012 | Color Image Segmentation Using Gaussian Mixtures and Particle Swarm Optimization. | Wesley Martins Teles, Carlos Henrique Quartucci Forster |
| 2012 | Codebook Quantization for Image Classification Using Incremental Neural Learning and Subgraph Extraction. | Ye Tang, Yu-Bin Yang, Yang Gao, Yao Zhang, Ying-Chun Cao |
| 2012 | Self-Organizing Polynomial Neural Networks Based on Matrix Inversion and Differential Evolution. | Lorena G. N. Tablada, Muser J. S. Valena |
| 2012 | Interactive Information Retrieval Algorithm for Wikipedia Articles. | Julian Szymanski |
| 2012 | A Constructive Particle Swarm Algorithm for Fuzzy Clustering. | Alexandre Szabo, Leandro Nunes de Castro, Myriam Regattieri Delgado |
| 2012 | Soft Sensor for Fluoridated Alumina Inference in Gas Treatment Centers. | Alan Marcel Fernandes de Souza, Carolina de M. Affonso, Fbio Mendes Soares, Roberto Clio Limo de Oliveira |
| 2012 | Echo State Networks for Seasonal Streamflow Series Forecasting. | Hugo Valadares Siqueira, Levy Boccato, Romis Attux, Christiano Lyra Filho |
| 2012 | A Hybrid Approach Based on DCT-Genetic-Fuzzy Inference System for Speech Recognition. | Washington Silva, Ginalber L. O. Serra |
| 2012 | A Transitional View of Immune Inspired Techniques for Anomaly Detection. | Guilherme Costa Silva, Reinaldo M. Palhares, Walmir M. Caminhas |
| 2012 | An Approach to Reshaping Clusters for Nearest Neighbor Search. | Yong Shi, Brian Graham |
| 2012 | Mean Multiclass Type I and II Errors for Training Multilayer Perceptron with Particle Swarm in Image Segmentation. | Michel M. dos Santos, Muser J. S. Valena, Wellington Pinheiro dos Santos |
| 2012 | Comparing Particle Swarm Optimization Approaches for Training Multi-Layer Perceptron Neural Networks for Forecasting. | Saulo M. Santos, Muser J. S. Valena, Carmelo J. A. Bastos Filho |
| 2012 | Metaheuristic GRASP with Path-Relinking to the Solution of the Graph Partitioning Problem with Capacity and Connexity Constraints. | Ndia Mendes Santos, Gustavo Silva Semaan, Luiz Satoru Ochi |
| 2012 | An ANN Speed Observer Applied to Three-Phase Induction Motor. | Tiago Henrique dos Santos, Alessandro Goedtel, Srgio Augusto Oliveira da Silva, Marcelo Suetake |
| 2012 | Fault Identification in Doubly Fed Induction Generator Using FFT and Neural Networks. | Marcelo Patrcio de Santana, Jos Roberto Boffino de Almeida Monteiro, Geyverson Teixeira de Paula, Thales Eugenio Portes de Almeida, Gustavo Bueno Romero, Jlio Csar Faracco |
| 2012 | Parallel k-Most Similar Neighbor Classifier for Mixed Data. | Guillermo Snchez-Daz, Anilu Franco-Arcega, Carlos Arturo Aguirre-Salado, Ivn Piza-Dvila, Luis Roberto Morales-Manilla, Uriel Escobar-Franco |
| 2012 | Visualization of Predictive Distributions for Discrete Spatial-Temporal Log Cox Processes Approximated with MCMC. | David Rohde, Jonathan Corcoran, Gentry White, Ruth Huang |
| 2012 | A Neural Network Based Approach for GPCR Protein Prediction Using Pattern Discovery. | Tsang Ing Ren, George D. C. Cavalcanti, Francisco Nascimento Junior, Gabriela Espadas |
| 2012 | A Hybrid GMM Speaker Verification System for Mobile Devices in Variable Environments. | Tsang Ing Ren, George D. C. Cavalcanti, Dimas Gabriel, Hector N. B. Pinheiro |
| 2012 | Behavior Pattern Recognition in Electric Power Consumption Series Using Data Mining Tools. | Alynne C. S. de Queiroz, Jos Alfredo F. Costa |
| 2012 | Photovoltaic Power Plant Output Estimation by Neural Networks and Fuzzy Inference. | Luks Prokop, Stanislav Misk, Toms Novosd, Pavel Krmer, Jan Platos, Vclav Snsel |
| 2012 | Cloud Computing Environments for Biomedical Data Services. | Marek Penhaker, Ondrej Krejcar, Vladimir Kasik, Vclav Snsel |
| 2012 | Population Resizing Using Nonlinear Dynamics in an Ecology-Based Approach. | Rafael Stubs Parpinelli, Heitor Silvrio Lopes |