GA Strategy for Variable Selection in QSAR Studies: GA-Based Region Selection for CoMFA Modeling.
Toshiro KimuraKiyoshi HasegawaKimito FunatsuPublished in: J. Chem. Inf. Comput. Sci. (1998)
Keyphrases
- variable selection
- genetic algorithm ga
- selection criterion
- genetic algorithm
- selection strategy
- cross validation
- input variables
- model selection
- linear models
- high dimensional
- ensemble selection
- fitness function
- dimension reduction
- stochastic search
- neural network
- artificial neural networks
- ls svm
- crossover and mutation
- simulated annealing
- group lasso
- unsupervised learning
- input image
- training set
- feature space
- training data
- image processing
- machine learning