An Improved Binary Particle Swarm Optimisation for Gene Selection in Classifying Cancer Classes.
Mohd Saberi MohamadSigeru OmatuSafaai DerisMichifumi YoshiokaAnazida ZainalPublished in: IWANN (2) (2009)
Keyphrases
- gene selection
- particle swarm optimisation
- microarray data
- microarray
- cancer classification
- optimization algorithm
- cancer diagnosis
- gene expression data
- gene expression
- gene expression profiles
- dna microarray
- genetic algorithm ga
- optimisation problems
- relevant genes
- fitness function
- cancer detection
- tumor classification
- feature selection
- survival prediction
- ovarian cancer
- colon cancer
- evolutionary algorithm
- pso algorithm
- convergence speed
- search capabilities
- support vector machine svm
- global optimization
- neural network
- genetic programming
- microarray datasets
- premature convergence
- particle swarm
- evolution strategy
- random forest
- global search
- machine learning methods
- support vector machine
- training data
- decision trees