Importance of data structure in comparing two dimension reduction methods for classification of microarray gene expression data.
Caroline TruntzerCatherine MercierJacques EstèveChristian GautierPascal RoyPublished in: BMC Bioinform. (2007)
Keyphrases
- data structure
- microarray gene expression data
- dimension reduction methods
- classification accuracy
- cancer classification
- pattern recognition
- feature vectors
- microarray datasets
- feature selection
- support vector machine
- decision trees
- support vector machine svm
- preprocessing
- computer vision
- machine learning
- feature extraction
- support vector
- image classification
- learning algorithm
- classification models
- gene expression data
- model selection
- text classification
- software engineering
- training set
- feature space
- training data