Dimension reduction with redundant gene elimination for tumor classification.
Xue-Qiang ZengGuo-Zheng LiJack Y. YangMary Qu YangGengfeng WuPublished in: BMC Bioinform. (2008)
Keyphrases
- dimension reduction
- tumor classification
- gene expression data
- gene selection
- gene expression profiles
- high dimensionality
- high dimensional data
- microarray
- feature selection
- high dimensional
- microarray data
- gene expression
- cancer classification
- low dimensional
- feature space
- informative genes
- principal component analysis
- dna microarray
- random projections
- linear discriminant analysis
- cluster analysis
- dimensionality reduction
- microarray datasets
- partial least squares
- data sets
- nearest neighbor
- feature extraction
- support vector machine svm
- multi step
- neural network
- singular value decomposition
- computer vision
- machine learning
- text classification
- unsupervised learning
- data mining
- face recognition
- data points
- classification accuracy