| 2005 | Natural Language Processing. | Alexander F. Gelbukh |
| 2005 | Naive Bayes as an Imputation Tool for Classification Problems. | Antonio J. T. Garcia, Eduardo R. Hruschka |
| 2005 | A Neuro-Fuzzy System for Steel Beams Patch Load Prediction. | Elaine T. Fonseca, Pedro C. G. da S. Vellasco, Marley M. B. R. Vellasco, Sebastio A. L. de Andrade |
| 2005 | A Constructive Neural Network for Detecting Left Ventricular Hypertrophy. | Domingos Vanderlei Filho, Hilton de C. Chaves Jr., Muser Jorge Silva Valena, Fernando M. Campello de Souza |
| 2005 | Reinforcement Learning-Hierarchical Neuro-Fuzzy Politree Model for Autonomous Agents - Evaluation in a Multi-Obstacle Environment. | Karla Figueiredo, Luciana C. D. Campos, Marley M. B. R. Vellasco, Marco Aurlio Cavalcanti Pacheco |
| 2005 | Lithofacies recognition Hybrid Bench. | Inhama Neves Ferraz, Ana Cristina Bicharra Garcia |
| 2005 | New Enhanced Methods for Radial Basis Function Neural Networks in Function Approximation. | Mehdi Fatemi, Mehdi Roopaei, Faridoon Shabaninia |
| 2005 | On a Ranking Problem Associated with Basel II. | Bernd-Jrgen Falkowski |
| 2005 | A Proposal of a Fuzzy-Neuro Predictive Control, Tuned by Genetic Algorithms, with application to the Start-Up Control of a Distillation Column. | Joo Alberto Fabro, Flvio Neves Jr., Lcia V. R. Arruda |
| 2005 | Using Prior Knowledge to Improve the Performance of an Estimation of Distribution Algorithm Applied to Feature Selection. | Leonardo R. Emmendorfer, Rodrigo Traleski, Aurora Trinidad Ramirez Pozo |
| 2005 | Extracting Trees from Trained SVM Models using a TREPAN Based Approach. | Douglas E. Torres D., Claudio M. Rocco S. |
| 2005 | Reliability Assessment of Complex Networks using rules extracted from trained ANN and SVM models. | Douglas E. Torres D., Claudio M. Rocco S. |
| 2005 | An Analysis of Feature-based and State-based Representations for Module-Based Learning in Mobile Robots. | Esther Luna Colombini, Carlos H. C. Ribeiro |
| 2005 | Stock Market Simulation and Inference Technique. | McGregor J. Collie, David L. Dowe, Leigh J. Fitzgibbon |
| 2005 | Evolutionary Multi-Objective Optimization: Current State and Future Challenges. | Carlos A. Coello Coello |
| 2005 | Fuzzy Rule Extraction from Support Vector Machines. | Adriana da Costa F. Chaves, Marley M. B. R. Vellasco, Ricardo Tanscheit |
| 2005 | Hybrid Algorithms with Detection of Promising Areas for the Prize Collecting Travelling Salesman Problem. | Antonio Augusto Chaves, Luiz Antonio Nogueira Lorena |
| 2005 | Rough Approximation based Neuro Fuzzy Inference System: A novel approach to Approximation and Error Estimation. | Sandeep Chandana, Ren V. Mayorga |
| 2005 | A Fuzzy c-means Algorithm Based on an Adaptive L2 Minkowsky Distance. | Nicomedes L. Cavalcanti |
| 2005 | Application of Data Mining Techniques as a Complement to Natural Inflow Uni-variable Stochastic Forecasting - A Case Study : The Iguau River Basin. | Mrcio Cataldi, Luiz Guilherme, Ferreira Guilhon, Carla da C. Lopes Achao |
| 2005 | An Immune-Inspired Approach to Bayesian Networks. | Pablo Alberto Dalbem de Castro, Fernando J. Von Zuben |
| 2005 | A Hybrid Approach for Sparse Least Squares Support Vector Machines. | Bernardo Penna Resende de Carvalho, Wilian Soares Lacerda, Antnio de Pdua Braga |
| 2005 | Performance and Diversity Evaluation in Hybrid and Non-Hybrid Structures of Ensembles. | Anne M. P. Canuto, Lucas de Melo Oliveira, Joo Carlos Xavier Jr., Araken M. Santos, Mrjory C. C. Abreu |
| 2005 | Literal and ProRulext: Algorithms for Rule Extraction of ANNs. | Paulemir G. Campos, Teresa Bernarda Ludermir |
| 2005 | Evolved Age Dependent Plasticity Improves Neural Network Performance. | John A. Bullinaria |