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This paper is concerned with the problem of delay-dependent stability and robust stability analysis for a class of linear time-delay systems. To reduce the conservatism of stability conditions, the matrix decomposition technique is employed. The proposed methods in this paper are with simpler form and better performance than the existing ones in literatures. Numerical examples are given to illustrate the effectiveness of the proposed methods.