dimension reduction (dimensionality reduction) Methods

1.feature selection

      redundant / irrelevant : 

              filter: correlation / mutual information

              wrapper:

              others: decision tree

2. feature extraction

      PCA(primary component analysis)

      SVD(singular value decomposition)

      MDS (multidimension scaling)