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Please help me with the following questions in linear algebra. Many thanks! 3. A matrix S is non-negativedenite if CTSC Z O for any vector

Please help me with the following questions in linear algebra. Many thanks!

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3. A matrix S is non-negativedenite if CTSC Z O for any vector c. Prove that all covari- ance matrices are non-negativedenite. If CTSC > 0 the matrix is positive denite. Show that a positive denite matrix is invertible. Also, give an example of a covariance matrix that is not positive denite. 4. Let 2 be a random vector of length n that has a M VN (0n,In) distribution. Let y : AZ + b. Derive y's moment generating function. What is y's distribution? 5. Let 2 be a random vector of length n that has a M VN (OMIR) distribution. Let U : ZTZ. Show that Us moment generating function is (1 273)_\"\"/2 (for 1 215 > 0). This is the MGF for a distribution that has two names. What are they, and what are their parameters

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