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The Multivariate Eigenvalue Problem(MEP),arising from the Maximal Correlation Problem(MCP),is an important model in the canonical correlation analysis.In this talk,we shall characterize some distinctive traits of the absolute maximum correlation,and also present several efficient algorithms for MCP/MEP.