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A scalar valued function is defined as $f(X)=X^TAX+b^TX+c,$ where A is a symmetric positive definite matrix with dimension $n\times n$; b and X are vectors of dimension $n\times 1$. The minimum value of f(x) will occur when X equals

  1. $(A^TA)^{-1}b$
  2. $-(A^TA)^{-1}b$
  3. $-(\frac{A^{-1}b}{2})$
  4. $\frac{A^{-1}b}{2}$
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