Tensors (hypermatrices) are extensions of matrices. The difference is that a matrix entry has two indices, while a tensor entry has m indices. In the recent decade, major progresses have been made on the research of tensors. It is revealed that there are also profound theories on tensor analysis, just as matrix analysis. Today we will review progresses on six areas of Tensor Analysis, Computation and Applications.