Linear Algebra formula reference

Cauchy–Schwarz Inequality

Bounds the absolute inner product by the product of vector norms.

Open in editor
LaTeX|\langle x,y\rangle|^2\le \langle x,x\rangle\langle y,y\rangle

Variables

  • x, y: vectors in an inner-product space
  • ⟨x,y⟩: inner product

How to use this formula

Bounds the absolute inner product by the product of vector norms.

Important notes

  • Equality holds exactly when the vectors are linearly dependent.

Quick example

For x=(1,2) and y=(3,4), 11² ≤ 5·25.

Applicability, worked calculation, and verification

Assumptions and domain checks

  • Equality holds exactly when the vectors are linearly dependent.
  • Matrix and vector dimensions must be compatible, and any required inverse, determinant, rank, or basis condition must hold.

Worked example

Input

Output

For x=(1,2) and y=(3,4), 11² ≤ 5·25.

Common mistakes

  • Before substituting values into Cauchy–Schwarz Inequality, map each variable to its definition and preserve every sign, exponent, subscript, and grouping mark.
  • Do not assume commutativity, invertibility, independence, or full rank unless the required condition has been established.

Continue the workflow

Use Cauchy–Schwarz Inequality in your own work

  1. Check the domainMatch the variables and assumptions to the problem before substituting values.
  2. Copy the exact notationPreserve grouping, signs, and exponents in |\langle x,y\rangle|^2\le \langle x,x\rangle\langle y,y\rangle.
  3. Edit or convertOpen the expression in the LaTeX editor, then export it for your document or web page.

Review and verification

Last reviewed: 2026-07-23

Automated quality check: Kept noindex until the missing evidence is supplied.

Formula references

Frequently asked questions

What is the Cauchy–Schwarz Inequality used for?

Bounds the absolute inner product by the product of vector norms.

Can I copy this formula as LaTeX?

Yes. Copy |\langle x,y\rangle|^2\le \langle x,x\rangle\langle y,y\rangle or open it in the LaTeX editor.

What should I check before using it?

Confirm that each variable, unit, domain restriction, and assumption matches the problem.

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