Prove Cauchy-Schwarz inequality by induction
This page proves the Cauchy-Schwarz inequality
\[ \sqrt{\sum_{i=1}^n a_i^2} \sqrt{\sum_{j=1}^n b_i^2} \ge \sum_{i=1}^n a_i b_i \]by induction.
Proof
Case \(n=2\)
If there are only two variables in each sum,
\begin{align} (a_1^2+a_2^2)(b_1^2+b_2^2)-(a_1b_1+a_2b_2)^2&= a_1^2b_1^2+ a_1^2b_2^2+ a_2^2b_1^2+ a_2^2b_2^2- (a_1^2b_1^2+2a_1b_1a_2b_2+a_2^2b_2^2) \\ &=a_1^2b_2^2+a_2^2b_1^2-2a_1b_1a_2b_2 \\ &=(a_1b_2-a_2b_1)^2 \\ &\ge0. \end{align}Case \(n+1\)
Suppose the theorem is true for \(n\), so
\[ (a_1^2+a_2^2+...+a_n^2)(b_1^2+b_2^2+...+b_n^2)\ge (a_1b_1+a_2b_2+...+a_nb_n)^2 \]then let \(\alpha=\sqrt{a_1^2+a_2^2+...+a_n^2}\) and \(\beta=\sqrt{b_1^2 +...+ b_n^2}\). These are well defined because the sums of squares are always greater than or equal to zero.
By supposition, \begin{align} a_1b_1+a_2b_2+...+a_nb_n+a_{n+1}b_{n+1} &\le \alpha\beta+a_{n+1} b_{n+1} \\ &\le \sqrt{\alpha^2 + a_{n+1}^2}\sqrt{\beta^2 + b_{n+1}^2} \\ &= \sqrt{a_1^2 +...+ a_{n+1}^2}\sqrt{b_1^2 +...+ b_{n+1}^2} \end{align}
where the case \(n=2\) is used in the second inequality.
Acknowledgement
This proof is based on this post at math.stackexchange.
Copyright © Ben Bullock 2009-2026. All
rights reserved.
For comments, questions, and corrections, please email
Ben Bullock
(benkasminbullock@gmail.com).
/
Privacy /
Disclaimer