A quadratic form is a polynomial equation of degree two, typically represented in the form $Q(x) = x^T A x$ where $x$ is a vector and $A$ is a symmetric matrix. This mathematical structure is important in optimization because it helps describe the curvature of functions, which in turn plays a crucial role in methods like the conjugate gradient method for finding minima or maxima.
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