Multiple comparison procedures
Multiple comparison procedures
Journal of Global Optimization
Performance Evaluation of GAP-RBF Network in Channel Equalization
Neural Processing Letters
Statistical Comparisons of Classifiers over Multiple Data Sets
The Journal of Machine Learning Research
Letters: Convex incremental extreme learning machine
Neurocomputing
Generalized multiscale radial basis function networks
Neural Networks
Computers and Electronics in Agriculture
Meshless cubature over the disk using thin-plate splines
Journal of Computational and Applied Mathematics
Selection of Radial Basis Functions via Genetic Algorithms in Pattern Recognition Problems
SBRN '08 Proceedings of the 2008 10th Brazilian Symposium on Neural Networks
Computers and Electronics in Agriculture
Evolutionary product-unit neural networks classifiers
Neurocomputing
A systematic analysis of performance measures for classification tasks
Information Processing and Management: an International Journal
Editorial: Hybrid learning machines
Neurocomputing
Rapid and brief communication: Evolutionary extreme learning machine
Pattern Recognition
Building RBF neural network topology through potential functions
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Editorial: Hybrid intelligent algorithms and applications
Information Sciences: an International Journal
OP-ELM: optimally pruned extreme learning machine
IEEE Transactions on Neural Networks
Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for imbalanced data sets
Pattern Recognition Letters
A dynamic over-sampling procedure based on sensitivity for multi-class problems
Pattern Recognition
Expert Systems with Applications: An International Journal
Weighting Efficient Accuracy and Minimum Sensitivity for Evolving Multi-Class Classifiers
Neural Processing Letters
Evolutionary q-gaussian radial basis functions for binary-classification
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
An efficient sequential learning algorithm for growing and pruning RBF (GAP-RBF) networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Pattern classification using neural networks
IEEE Communications Magazine
IEEE Transactions on Neural Networks
Face recognition with radial basis function (RBF) neural networks
IEEE Transactions on Neural Networks
Universal approximation using incremental constructive feedforward networks with random hidden nodes
IEEE Transactions on Neural Networks
A Fast and Accurate Online Sequential Learning Algorithm for Feedforward Networks
IEEE Transactions on Neural Networks
An evolutionary algorithm that constructs recurrent neural networks
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
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A classification problem is a decision-making task that many researchers have studied. A number of techniques have been proposed to perform binary classification. Neural networks are one of the artificial intelligence techniques that has had the most successful results when applied to this problem. Our proposal is the use of q-Gaussian Radial Basis Function Neural Networks (q-Gaussian RBFNNs). This basis function includes a supplementary degree of freedom in order to adapt the model to the distribution of data. A Hybrid Algorithm (HA) is used to search for a suitable architecture for the q-Gaussian RBFNN. The use of this type of more flexible kernel could greatly improve the discriminative power of RBFNNs. In order to test performance, the RBFNN with the q-Gaussian basis functions is compared to RBFNNs with Gaussian, Cauchy and Inverse Multiquadratic RBFs, and to other recent neural networks approaches. An experimental study is presented on 11 binary-classification datasets taken from the UCI repository. Moreover, aerial imagery taken in mid-May, mid-June and mid-July was used to evaluate the potential of the methodology proposed for discriminating Ridolfia segetum patches (one of the most dominant and harmful weeds in sunflower crops) in two naturally infested fields in southern Spain.