The SUPRAIC Algorithm: A Suppression Immune Based Mechanism to Find a Representative Training Set in Data Classification Tasks.
Grazziela Patrocinio FigueredoNelson F. F. EbeckenHelio J. C. BarbosaPublished in: ICARIS (2007)
Keyphrases
- data sets
- input data
- training data
- classification algorithm
- noisy data
- training set
- database
- artificial immune system
- original data
- dynamic programming
- detection algorithm
- data points
- k means
- probability distribution
- clonal selection algorithm
- test data
- data reduction
- sample set
- similarity measure
- preprocessing
- data sources
- learning algorithm
- data samples
- objective function
- optimal solution
- information loss
- data structure
- training examples
- clustering method
- feature space
- segmentation algorithm
- worst case
- probabilistic model
- high dimensional data
- missing data
- anomaly detection
- data analysis
- computational complexity
- np hard
- data mining techniques
- simulated annealing
- synthetic datasets
- support vector machine
- function optimization
- knn