Multilayer feedforward networks are universal approximators
Neural Networks
Comparative evaluation of genetic algorithm and backpropagation for training neural networks
Information Sciences—Informatics and Computer Science: An International Journal
Practical Handbook of Genetic Algorithms: New Frontiers
Practical Handbook of Genetic Algorithms: New Frontiers
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Combining Artificial Neural Nets: Ensemble and Modular Multi-Net Systems
Combining Artificial Neural Nets: Ensemble and Modular Multi-Net Systems
Training Product Unit Neural Networks with Genetic Algorithms
IEEE Expert: Intelligent Systems and Their Applications
Designing Neural Networks using Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
Employee turnover: a neural network solution
Computers and Operations Research
Neural Networks - 2006 special issue: Earth sciences and environmental applications of computational intelligence
Advances in Fuzzy Clustering and its Applications
Advances in Fuzzy Clustering and its Applications
The adaptive neuro-fuzzy model for forecasting the domestic debt
Knowledge-Based Systems
Surveying stock market forecasting techniques - Part II: Soft computing methods
Expert Systems with Applications: An International Journal
Evolving neural network using real coded genetic algorithm for daily rainfall-runoff forecasting
Expert Systems with Applications: An International Journal
A filter model for feature subset selection based on genetic algorithm
Knowledge-Based Systems
An efficient hybrid approach based on PSO, ACO and k-means for cluster analysis
Applied Soft Computing
Evolving neural network for printed circuit board sales forecasting
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Computers and Electronics in Agriculture
Expert Systems with Applications: An International Journal
Parameter control in evolutionary algorithms
IEEE Transactions on Evolutionary Computation
Use of genetic algorithms for neural networks to predict community-acquired pneumonia
Artificial Intelligence in Medicine
Training feedforward networks with the Marquardt algorithm
IEEE Transactions on Neural Networks
A hybrid fuzzy intelligent agent-based system for stock price prediction
International Journal of Intelligent Systems
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This paper proposes a hybrid intelligent model for runoff prediction. The proposed model is a combination of data preprocessing methods, genetic algorithms and levenberg-marquardt (LM) algorithm for learning feed forward neural networks. Actually it evolves neural network initial weights for tuning with LM algorithm by using genetic algorithm. We also use data pre-processing methods such as data transformation, input variables selection and data clustering for improving the accuracy of the model. The capability of the proposed method is tested by applying it to predict runoff at the Aghchai watershed. The results show that this approach is able to predict runoff more accurately than Artificial Neural Network (ANN) and Adaptive Neuro Fuzzy Inference System (ANFIS) models.