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  1. Dec 21, 2020 · Figure \(\PageIndex{13}\): A graph of \(f(x)\) in Example \(\PageIndex{4}\). The second derivative is evaluated at each critical point. When the graph is concave up, the critical point represents a local minimum; when the graph is concave down, the critical point represents a local maximum.

    • Convex Sets
    • Concave and Convex Functions
    • Twice-differentiable Concave and Convex Functions

    For n = 1, the definition coincides with the definition of an interval: a set of numbers is convex if and only if it is an interval. For n = 2, two examples are given in the following figures. The set in the first figure is convex, because every line segment joining a pair of points in the set lies entirely in the set. The set in the second figure ...

    More precisely, we can make the following definition (which is again essentially the same as the corresponding definition for a function of a single variable). Note that only functions defined on convex sets are covered by the definition.

    To determine whether a twice-differentiable function of many variables is concave or convex, we need to examine all its second partial derivatives. We call the matrix of all the second partial derivatives the Hessianof the function. We can determine the concavity/convexity of a function by determining whether the Hessian is negative or positive sem...

  2. Definition 1. A function f : S ⊂ Rn → R defined on a convex set S is concave if for any two points x1 x2 ∈ , S and for any λ ∈ [0, 1] we have: λx1 (1 − λ) x2 ≥ λf(x1) (1 − λ)f(x2) + +. is called strictly concave if for any two points x1 , x2 ∈ S and for any λ ∈ (0, 1) we have: λx1 (1 − λ) x2 > λf(x1) (1 − λ)f(x2) + +.

  3. Dec 21, 2020 · If we are trying to understand the shape of the graph of a function, knowing where it is concave up and concave down helps us to get a more accurate picture. Of particular interest are points at which the concavity changes from up to down or down to up; such points are called inflection points.

  4. us.Proof. Let f be concave. Consider rst the case N = 1. Theorem 3 implies that for any a; b; c 2 C, with a < b < c, the graph of f is sandwiched between the graphs of two lines through the point (b; f(b)), one line through the points (a; f(a)) and (b; f(b)) and the other through the po. nts (b; f(b)) and (.

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  6. Nov 16, 2022 · The second derivative will allow us to determine where the graph of a function is concave up and concave down. The second derivative will also allow us to identify any inflection points (i.e. where concavity changes) that a function may have.