Recall that a convex function is a function whose secant line lies above the graph. Call this function f(x). Then, by the definition, if we draw a secant line that passes through the points (x1,f(x1)), and (x2,f(x2)), note that if we take a weighted average of x1 and x2, which equals λx1+(1−λ)x2. The corresponding y value on the graph of f(x) with the weighted average is f(average)=f(λx1+(1−λ)x2). Also, note that the corresponding y value of the secant line is the weighted average of f(x1) and f(x2) with the same weights, or λf(x1)+(1−λ)f(x2). This means that
λf(x1)+(1−λ)f(x2)≥f(λx1+(1−λ)x2)
I will refer to this as "convexity inequality". Note that the inequality is reversed when f is concave.
Jensen's weighted inequality is:
For non-negative real numbers λ1,λ2,⋯,λn, and a convex function f(x), and real numbers x1,x2,⋯,xnλ1f(x1)+λ2f(x2)+⋯+λnf(xn)≥f(λ1x1+λ2x2+⋯+λnxn)c
The proof proceeds from induction.
The base case where n=2 is an immediate consequence of the convexity inequality.
Now, suppose the inequality is true for a positive real n. Then it suffices to show that the inequality is true for n+1 and we are done.
We write
f(i=1∑n+1λixi)=f(λ1x1+(1−λ1)i=2∑n+11−λ1λixi)
Applying the convexity inequality,
f(λ1x1+(1−λ1)i=2∑n+11−λ1λixi)≤λ1f(x1)+(1−λ1)f(i=2∑n+11−λ1λixi)
And since ∑i=2n+11−λ1λi=1, and applying the assumed information, we have the desired inequality, and we are done.
Some problems:
Problem 1:
Find the maximum value of x+1+y+1+z+1 if x+y+z=3, and x,y,z>0
Solution 1: If f(x)=x+1, f(x) is concave on the interval, so by Jensen's inequality,
31f(x)+31f(y)+31f(z)≤f(3x+y+z)=2
with equality when x=y=z=1, so the maximum value is 32
Problem 2 (Japan MO Finals #3): If a+b+c=1, and a,b,c>0 prove that
a31−b+c+b31−c+a+c31−a+b≤1
Solution 2: Let f(x)=3x. Then by Jensen's, since a+b+c=1, and f(x) is concave on the interval, we have
af(1−b+c)+bf(1−c+a)+cf(1−a+b)≤f(a−ab+ac+b−bc+ab+c−ac+bc)=f(a+b+c)=f(1)=1
which is the desired inequality.
For the relevant AoPS form on this problem, see
http://artofproblemsolving.com/community/c6h31799p197379
Problem 3 (IMO 2001 #2): Prove that, for a,b,c>0,
a2+8bca+b2+8acb+c2+8abc≥1
Solution 3: Since the inequality is homogeneous, let a+b+c=1. Then, let f(x)=x1. Note that on the interval, f(x) is convex, so from Jensen's, we have
af(a2+8bc)+bf(b2+8ac)+cf(c2+8ab)≥f(a3+b3+c3+24abc)
Now it suffices to show that the RHS is greater than or equal to 1. In other words, we want to prove
a3+b3+c3+24abc1≥1
which is equivalent to proving
a3+b3+c3+24abc≤1=(a+b+c)3
After subtracting a3+b3+c3+6abc from both sides and dividing both sides by 3, we are done by AM−GM.
For the relevant form on AoPS, see http://artofproblemsolving.com/community/c3222_imo