An Upper Bound on the Number of Measurements Required by the Contour Tangent Optimization Technique
- 1 January 1969
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Systems Science and Cybernetics
- Vol. 5 (1) , 27-30
- https://doi.org/10.1109/tssc.1969.300240
Abstract
An upper bound for the number of measurements required by the contour tangent optimization technique [1], [3] to give an ϵ approximation to the maximum is determined. The bound is applicable to n-dimensional quasiconcave functions and requires an estimate of the modulus of continuity δ near the maximum. For large even n and domain on the unit interval, the number of contour tangent measurements required is less than 2.18n (𝓃 ln n - ln δ - 0.22). If each contour tangent is approximated by n + 1 explicit measurements of the objective, then an upper bound on the number of function evaluations is n + 1 times the above. The bound derived shows that the contour tangent technique is far superior to dichotomous search [3], the next best direct search elimination technique.Keywords
This publication has 3 references indexed in Scilit:
- Seven Kinds of ConvexitySIAM Review, 1967
- Location of the Maximum on Unimodal SurfacesJournal of the ACM, 1965
- Optimization by the method of contour tangentsAIChE Journal, 1963