proof of general means inequality
Let w1, w2, …, wn be positive real numbers such that w1+w2+⋯+wn=1. For any real number r≠0, the weighted power mean of degree r of n positive real numbers x1, x2, …, xn (with respect to the weights w1, …, wn) is defined as
Mrw(x1,x2,…,xn)=(w1xr1+w2xr2+⋯+wnxrn)1/r. |
The definition is extended to the case r=0 by taking the limit r→0; this yields the weighted geometric mean
M0w(x1,x2,…,xn)=xw11xw22…xwnn |
(see derivation of zeroth weighted power mean). We will prove the
weighted power means inequality, which states that for any two real
numbers r<s, the weighted power means of orders r and s
of n positive real numbers x1, x2, …, xn satisfy the
inequality
Mrw(x1,x2,…,xn)≤Msw(x1,x2,…,xn) |
with equality if and only if all the xi are equal.
First, let us suppose that r and s are nonzero. We distinguish three cases for the signs of r and s: r<s<0, r<0<s, and 0<r<s. Let us consider the last case, i.e. assume r and s are both positive; the others are similar. We write t=sr and yi=xri for 1≤i≤n; this implies yti=xsi. Consider the function
f:(0,∞) | → | (0,∞) | ||
x | ↦ | xt. |
Since t>1, the second derivative of f satisfies f′′(x)=t(t-1)xt-2>0 for all x>0, so f is a strictly convex function. Therefore, according to Jensen’s inequality,
(w1y1+w2y2+⋯+wnyn)t | = | f(w1y1+w2y2+⋯+wnyn) | ||
≤ | w1f(y1)+w2f(y2)+⋯+wnf(yn) | |||
= | w1yt1+w2yt2+⋯+wnytn, |
with equality if and only if y1=y2=⋯=yn. By substituting t=sr and yi=xri back into this inequality, we get
(w1xr1+w2xr2+⋯+wnxrn)s/r≤w1xs1+w2xs2+⋯+wnxsn |
with equality if and only if x1=x2=⋯=xn. Since s is positive, the function x↦x1/s is strictly increasing, so raising both sides to the power 1/s preserves the inequality:
(w1xr1+w2xr2+⋯+wnxrn)1/r≤(w1xs1+w2xs2+⋯+wnxsn)1/s, |
which is the inequality we had to prove. Equality holds if and only if all the xi are equal.
If r=0, the inequality is still correct: M0w is defined as
lim, and since for all with
, the same holds for the limit . The same argument
shows that the inequality also holds for , i.e. that
for all . We conclude that for all real numbers
and such that ,
Title | proof of general means inequality |
Canonical name | ProofOfGeneralMeansInequality |
Date of creation | 2013-03-22 13:10:26 |
Last modified on | 2013-03-22 13:10:26 |
Owner | pbruin (1001) |
Last modified by | pbruin (1001) |
Numerical id | 5 |
Author | pbruin (1001) |
Entry type | Proof |
Classification | msc 26D15 |
Related topic | ArithmeticMean |
Related topic | GeometricMean |
Related topic | HarmonicMean |
Related topic | RootMeanSquare3 |
Related topic | PowerMean |
Related topic | WeightedPowerMean |
Related topic | ArithmeticGeometricMeansInequality |
Related topic | JensensInequality |