Question: please review the question below 4. Find the gradient and Hessian of each of the following functions and use the Hessians to check whether the

please review the question below

please review the question below 4. Find the gradient and Hessian of

4. Find the gradient and Hessian of each of the following functions and use the Hessians to check whether the functions are convex. (a) f : R2 -> R given by f(x1, X2) = (21 - 22)2 + 2x1. (b) f : Rd -+ R given by f(x) = (a, x)2 + (b, x), where a, b E Rd. Remark: Notice that part (a) is a specific example of part (b), with d = 2. (c) f : R3 -+ R given by f(x1, X2, 23) = 2cos(x1) + 202x3 (you may use a computer to find the eigenvalues of the hessian). 5. What is the direction of maximal increase, at the origin, of each of the three functions in Exercise 4 above

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