In this paper, a Fuzzy Genetic Algorithm (FGA) is developed to generate fuzzy classification rules. Several techniques such as multi-value logic coding, composite fitness function, viability check, and rule ext
Sen Z, Oztopal A: Genetic algorithms for the classification and prediction of precipitation occurrence. Hydrolog Sci J 2001, 46: 255–267.Sen, Z. & Oztopal, A. Genetic algorithm for the classification and prediction of precipitation occurrence. J. Hydrol. Sci. 46 (2), ...
by reducing the number of factors, such as environmental variables, or dynamicmicrobial interactions, and to increase theinterpretabilityof the classification models.Genetic algorithmuses computational simulations of evolutionary processes to explore highly fit models; RF is efficient but may not be as fle...
The maximum relevance minimum redundancy (mRMR) is applied to pre-evaluate features with discriminative information while genetic algorithm (GA) is utilized to find the optimized feature subsets. SVM is used for the construction of classification models. The overall accuracy with three-layer predictor ...
Kumar, S., Sahoo, G. (2015). Classification of Heart Disease Using Naïve Bayes and Genetic Algorithm. In: Jain, L., Behera, H., Mandal, J., Mohapatra, D. (eds) Computational Intelligence in Data Mining - Volume 2. Smart Innovation, Systems and Technologies, vol 32. Springer, New ...
This tutorialis prepared based on a previous version of the project but it still a good resource to start with coding the genetic algorithm. Tutorial: Introduction to Genetic Algorithm Get started with the genetic algorithm by reading the tutorial titledIntroduction to Optimization with Genetic Algorit...
4 Convergence of genetic algorithm in the configuration space. a, Genetic algorithm convergence for the six major Boolean logic gates at 77 K. The best fitness of the 20 genomes is plotted against generation. b, Histograms of the control voltages that configure the dopant network to the XNOR ...
& Li, G. Classification of ETM+ remote sensing image based on hybrid algorithm of genetic algorithm and back propagation neural network. Mathematical Problems in Engineering 2013, 211–244 (2013). MathSciNet MATH Google Scholar Yu, J., Li, Y., Zhang, Z. S. & Jiang, J. C. Research ...
The source code of the PyGAD' modules is found in the following GitHub projects: pygad: (https://github.com/ahmedfgad/GeneticAlgorithmPython) pygad.nn: https://github.com/ahmedfgad/NumPyANN pygad.gann: https://github.com/ahmedfgad/NeuralGenetic pygad.cnn: https://github.com/ahmedfgad/Nu...
visualization nlp data-science machine-learning statistics computer-vision deep-learning clustering interpolation genetic-algorithm linear-algebra regression nearest-neighbor-search classification wavelet dataframe computer-algebra-system manifold-learning multidimensional-scaling llm Updated May 28, 2025 Java time...