Chebyshev's Sum Inequality/Discrete
Theorem
Let $a_1, a_2, \ldots, a_n$ be real numbers such that:
- $a_1 \ge a_2 \ge \cdots \ge a_n$
Let $b_1, b_2, \ldots, b_n$ be real numbers such that:
- $b_1 \ge b_2 \ge \cdots \ge b_n$
Then:
- $\ds \dfrac 1 n \sum_{k \mathop = 1}^n a_k b_k \ge \paren {\dfrac 1 n \sum_{k \mathop = 1}^n a_k} \paren {\dfrac 1 n \sum_{k \mathop = 1}^n b_k}$
Condition for Equality
- $\ds \dfrac 1 n \sum_{k \mathop = 1}^n a_k b_k = \paren {\dfrac 1 n \sum_{k \mathop = 1}^n a_k} \paren {\dfrac 1 n \sum_{k \mathop = 1}^n b_k}$
holds if and only if:
- $\forall j, k \in \set {1, 2, \ldots, n}: a_j = a_k, b_j = b_k$
Proof
We have by hypothesis that the sequences $\sequence {a_k}$ and $\sequence {b_k}$ are both decreasing.
For $j, k \in \set {1, 2, \ldots, n}$, consider:
- $\paren {a_j - a_k} \paren {b_j - b_k}$
Therefore $a_j - a_k$ and $b_j - b_k$ have the same sign for all $j, k \in \set {1, 2, \ldots, n}$.
So:
- $\forall j, k \in \set {1, 2, \ldots, n}: \paren {a_j - a_k} \paren {b_j - b_k} \ge 0$
Hence:
\(\ds 0\) | \(\le\) | \(\ds \sum_{j \mathop = 1}^n \sum_{k \mathop = 1}^n \paren {a_j - a_k} \paren {b_j - b_k}\) | |||||||||||||
\(\ds \) | \(=\) | \(\ds \sum_{j \mathop = 1}^n \sum_{k \mathop = 1}^n \paren {a_j b_j - a_k b_j - a_j b_k + a_k b_k}\) | |||||||||||||
\(\ds \) | \(=\) | \(\ds \sum_{j \mathop = 1}^n \sum_{k \mathop = 1}^n a_j b_j - \sum_{j \mathop = 1}^n \sum_{k \mathop = 1}^n a_k b_j - \sum_{j \mathop = 1}^n \sum_{k \mathop = 1}^n a_j b_k + \sum_{j \mathop = 1}^n \sum_{k \mathop = 1}^n a_k b_k\) | |||||||||||||
\(\ds \) | \(=\) | \(\ds n \sum_{j \mathop = 1}^n a_j b_j - \sum_{k \mathop = 1}^n a_k \sum_{j \mathop = 1}^n b_j - \sum_{j \mathop = 1}^n a_j \sum_{k \mathop = 1}^n b_k + n \sum_{k \mathop = 1}^n a_k b_k\) | General Distributivity Theorem | ||||||||||||
\(\ds \) | \(=\) | \(\ds 2 n \sum_{k \mathop = 1}^n a_k b_k - 2 \sum_{k \mathop = 1}^n a_k \sum_{k \mathop = 1}^n b_k\) | renaming and gathering equal terms | ||||||||||||
\(\ds \) | \(=\) | \(\ds n \sum_{k \mathop = 1}^n a_k b_k - \sum_{k \mathop = 1}^n a_k \sum_{k \mathop = 1}^n b_k\) | dividing through by $2$ | ||||||||||||
Then we may manipulate it into the required form: | |||||||||||||||
\(\ds \) | \(=\) | \(\ds \dfrac 1 n \sum_{k \mathop = 1}^n a_k b_k - \dfrac 1 {n^2} \sum_{k \mathop = 1}^n a_k \sum_{k \mathop = 1}^n b_k\) | dividing through by $n^2$ | ||||||||||||
\(\ds \leadsto \ \ \) | \(\ds \dfrac 1 n \sum_{k \mathop = 1}^n a_k b_k\) | \(\ge\) | \(\ds \paren {\dfrac 1 n \sum_{k \mathop = 1}^n a_k} \paren {\dfrac 1 n \sum_{k \mathop = 1}^n b_k}\) |
The result follows.
$\blacksquare$
Also presented as
Some sources present Chebyshev's sum inequality as:
- $\ds n \sum_{k \mathop = 1}^n a_k b_k \ge \paren {\sum_{k \mathop = 1}^n a_k} \paren {\sum_{k \mathop = 1}^n b_k}$
Also known as
Chebyshev's Sum Inequality is also known as Chebyshev's Inequality.
However, some sources use this name to mean the Bienaymé-Chebyshev Inequality, which is a completely different result.
Hence, to avoid confusion, the name Chebyshev's Inequality is not used on $\mathsf{Pr} \infty \mathsf{fWiki}$.
Source of Name
This entry was named for Pafnuty Lvovich Chebyshev.
Sources
- 1968: Murray R. Spiegel: Mathematical Handbook of Formulas and Tables ... (previous) ... (next): $\S 36$: Inequalities: Chebyshev's Inequality: $36.10$
- 1989: Ephraim J. Borowski and Jonathan M. Borwein: Dictionary of Mathematics ... (previous) ... (next): Chebyshev's inequality: 2.
- 2009: Murray R. Spiegel, Seymour Lipschutz and John Liu: Mathematical Handbook of Formulas and Tables (3rd ed.) ... (previous) ... (next): $\S 37$: Inequalities: Chebyshev's Inequality: $37.10.$