Jp. Crouzeix et A. Seeger, NEW BOUNDS FOR THE EXTREME VALUES OF A FINITE-SAMPLE OF REAL NUMBERS, Journal of mathematical analysis and applications, 197(2), 1996, pp. 411-426
We derive new bounds for the smallest value x(min) and the largest val
ue x(max) of a finite sample x(1),...,x(n) of real numbers. Our bounds
are obtained by solving two optimization problems, one of them being
convex and the other nonconvex. We show that the pair (x(min), x(max))
lies in a region bounded by an ellipse and an hyperbola. The correspo
nding cartesian equations are given in terms of the average and the st
andard deviation of the sample. (C) 1996 Academic Press, Inc.