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Convex Functions

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Calculus on Normed Vector Spaces

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Abstract

Let X be a convex subset of a vector space V. We say that \(f : X\rightarrow \mathbb{R}\) is convex if for all x, y ε X and λ ε (0, 1) we have

$$f(\lambda x + (1 - \lambda )y) \leq \lambda f(x) + (1 - \lambda )f(y).$$

If the inequality is strict when xy, then we say that f is strictly convex. In this chapter we aim to look at some properties of these functions, in particular, when E is a normed vector space. For differentiable functions we will obtain a characterization, which will enable us to generalize the concept of a convex function.

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References

  1. Barvinok, A.: A Course in Convexity. American Mathematical Society, Providence, RI (2002)

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  2. Borwein, J., Lewis, A.S.: Convex Analysis and Nonlinear Optimization, 2nd edn. Canadian Mathematical Society, Vancouver BC (2006)

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Coleman, R. (2012). Convex Functions. In: Calculus on Normed Vector Spaces. Universitext. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-3894-6_7

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