Introduction .The goal of this chapter is to provide precise explanations of the use of SVD and PCA for gene expression analysis; Illustrating methods using simple examples.Introduction The goal of this chapter is to provide precise explanations of the use of SVD and PCA for gene expression analysis; Illustrating methods using simple examples