Closed convex function
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Short description: Terms in Maths
In mathematics, a function is said to be closed if for each , the sublevel set is a closed set.
Equivalently, if the epigraph defined by is closed, then the function is closed.
This definition is valid for any function, but most used for convex functions. A proper convex function is closed if and only if it is lower semi-continuous.[1] For a convex function that is not proper, there is disagreement as to the definition of the closure of the function.[citation needed]
Properties
- If is a continuous function and is closed, then is closed.
- If is a continuous function and is open, then is closed if and only if it converges to along every sequence converging to a boundary point of .[2]
- A closed proper convex function f is the pointwise supremum of the collection of all affine functions h such that h ≤ f (called the affine minorants of f).
References
- ↑ Convex Optimization Theory. Athena Scientific. 2009. pp. 10, 11. ISBN 978-1886529311.
- ↑ Boyd, Stephen; Vandenberghe, Lieven (2004). Convex optimization. New York: Cambridge. pp. 639–640. ISBN 978-0521833783. https://www.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf.
- Rockafellar, R. Tyrrell (1997). Convex Analysis. Princeton, NJ: Princeton University Press. ISBN 978-0-691-01586-6.
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