In mathematics, a quasiconvex function is a real-valued function defined on an interval or on a convex subset of a real vector space such that the inverse image of any set of the form
is a convex set.
Contents |
Definition and properties
Equivalently, a function
defined on a convex subset S of a real vector space is quasiconvex if whenever
and
then
If instead
for any
and
, then f is strictly quasiconvex.
A quasiconcave function is a function whose negative is quasiconvex, and a strictly quasiconcave function is a function whose negative is strictly quasiconvex.
A (strictly) quasiconvex function has (strictly) convex lower contour sets, while a (strictly) quasiconcave function has (strictly) convex upper contour sets.
Optimization methods that work for quasiconvex functions come under the heading of quasiconvex programming. This comes under the broad heading of mathematical programming and generalizes both linear programming and convex programming.
There are also minimax theorems on quasiconvex functions, such as Sion's minimax theorem, which is a far-reaching generalization of the result of von Neumann and Oskar Morgenstern.
Examples
- Every convex function is quasiconvex.
- Any monotonic function is both quasiconvex and quasiconcave. More generally, a function which decreases up to a point and increases from that point on is quasiconvex.
- The floor function
is an example of a quasiconvex function that is neither convex nor continuous.
See also
References
- Avriel, M., Diewert, W.E., Schaible, S. and Zang, I., Generalized Concavity, Plenum Press, 1988.
External links
- SION, M., "On general minimax theorems", Pacific J. Math. 8 (1958), 171-176.
- Mathematical programming glossary
- Concave and Quasi-Concave Functions - by Charles Wilson, NYU Department of Economics
- Quasiconcave - From Econterms, for About.com
- Quasiconcavity and quasiconvexity - by Martin J. Osborne, University of Toronto Department of Economics
- Anatomy of Cobb-Douglas Type Utility Functions in 3D - several examples of quasiconcave utility functions
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