Nonlinear Optimization
A quadratic function is a polynomial function of degree two, generally expressed in the standard form as $$f(x) = ax^2 + bx + c$$ where $$a$$, $$b$$, and $$c$$ are constants and $$a \neq 0$$. This type of function is characterized by its parabolic graph, which opens either upwards or downwards depending on the sign of the coefficient $$a$$. Quadratic functions are fundamental in understanding convexity, as they often serve as the simplest examples of convex functions when $$a > 0$$ and concave functions when $$a < 0$$.
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