Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof of the Cauchy–Schwarz inequality

Builds on Inner product spaceInner productNorm induced by an inner productComplex conjugateA complex number times its conjugateAbsolute value is multiplicativeLinear independence

Proof

Let 𝕂\mathbb{K} be the scalar field, ℝ\R or ℂ\C. Over ℝ\R, the complex conjugate aˉ\bar a of a scalar aa is aa itself.

  1. By axiom 1 of the inner product, ⟨0,v⟩=⟨0⋅0,v⟩=0⟨0,v⟩=0\langle 0, v \rangle = \langle 0 \cdot 0, v \rangle = 0 \langle 0, v \rangle = 0 for every v∈Vv \in V.
  2. By axioms 1 and 2, for u,v,w∈Vu, v, w \in V and a,b∈𝕂a, b \in \mathbb{K}, we get ⟨w,au+bv⟩=a⟨u,w⟩+b⟨v,w⟩‾\langle w, a u + b v \rangle = \overline{a \langle u, w \rangle + b \langle v, w \rangle}. This equals aˉ⟨w,u⟩+bˉ⟨w,v⟩\bar a \langle w, u \rangle + \bar b \langle w, v \rangle.
  3. By axiom 2, ⟨v,v⟩\langle v, v \rangle equals its own conjugate, so it is real. By axiom 3 and step 1, ⟨v,v⟩≥0\langle v, v \rangle \ge 0, with equality only for v=0v = 0.
  4. So the induced norm ∥v∥=⟨v,v⟩\norm{v} = \sqrt{\langle v, v \rangle} is a real number ≥0\ge 0. Also ∥v∥=0\norm{v} = 0 holds if and only if v=0v = 0.
  5. Suppose first that y=0y = 0. By steps 1 and 2, ⟨x,0⟩=⟨0,x⟩‾=0\langle x, 0 \rangle = \overline{\langle 0, x \rangle} = 0, and ∥y∥=0\norm{y} = 0. So both sides are 00 and equality holds.
  6. In this case xx and yy are also linearly dependent, since 0⋅x+1⋅y=00 \cdot x + 1 \cdot y = 0. So the whole claim holds when y=0y = 0.
  7. Now suppose that y≠0y \ne 0. Then ⟨y,y⟩>0\langle y, y \rangle > 0 by axiom 3. Put c=⟨x,y⟩/⟨y,y⟩c = \langle x, y \rangle / \langle y, y \rangle and z=x−cyz = x - c y.
  8. By axiom 1, ⟨z,y⟩=⟨x,y⟩−c⟨y,y⟩=0\langle z, y \rangle = \langle x, y \rangle - c \langle y, y \rangle = 0. By axiom 2, also ⟨y,z⟩=0‾=0\langle y, z \rangle = \overline{0} = 0.
  9. Since x=z+cyx = z + c y, axiom 1 and step 2 give ⟨x,x⟩=⟨z,z⟩+cˉ⟨z,y⟩+c⟨y,z⟩+ccˉ⟨y,y⟩\langle x, x \rangle = \langle z, z \rangle + \bar c \langle z, y \rangle + c \langle y, z \rangle + c \bar c \langle y, y \rangle.
  10. By step 8 the middle terms vanish. A complex number times its conjugate is ccˉ=∣c∣2c \bar c = \abs{c}^2. So ∥x∥2=∥z∥2+∣c∣2∥y∥2\norm{x}^2 = \norm{z}^2 + \abs{c}^2 \norm{y}^2.
  11. The absolute value is multiplicative, so ∣c∣2=∣⟨x,y⟩∣2/∥y∥4\abs{c}^2 = \abs{\langle x, y \rangle}^2 / \norm{y}^4. Hence ∣c∣2∥y∥2=∣⟨x,y⟩∣2/∥y∥2\abs{c}^2 \norm{y}^2 = \abs{\langle x, y \rangle}^2 / \norm{y}^2.
  12. Since ∥z∥2≥0\norm{z}^2 \ge 0, steps 10 and 11 give ∣⟨x,y⟩∣2≤∥x∥2∥y∥2\abs{\langle x, y \rangle}^2 \le \norm{x}^2 \norm{y}^2. Equality holds exactly when ∥z∥=0\norm{z} = 0, that is, when z=0z = 0.
  13. Both ∣⟨x,y⟩∣\abs{\langle x, y \rangle} and ∥x∥∥y∥\norm{x} \norm{y} are ≥0\ge 0. Taking square roots in step 12 gives ∣⟨x,y⟩∣≤∥x∥∥y∥\abs{\langle x, y \rangle} \le \norm{x} \norm{y}, with equality exactly when z=0z = 0.
  14. If z=0z = 0, then 1⋅x−cy=01 \cdot x - c y = 0. So xx and yy are linearly dependent.
  15. Conversely, let ax+by=0a x + b y = 0 with a,b∈𝕂a, b \in \mathbb{K} not both 00. If a=0a = 0, then b≠0b \ne 0 and y=0y = 0, which is excluded. So a≠0a \ne 0 and x=dyx = d y with d=−b/ad = -b / a.
  16. Then z=(d−c)yz = (d - c) y, and step 8 gives (d−c)⟨y,y⟩=⟨z,y⟩=0(d - c) \langle y, y \rangle = \langle z, y \rangle = 0. Since ⟨y,y⟩≠0\langle y, y \rangle \ne 0, we get d=cd = c and z=0z = 0.
  17. By steps 13 to 16, when y≠0y \ne 0, equality holds if and only if xx and yy are linearly dependent. With step 6, this proves the theorem.

Idea

Subtract from xx its projection cyc y onto the line through yy. The remainder zz is orthogonal to yy, so a Pythagoras identity gives ∥x∥2=∥z∥2+∣c∣2∥y∥2\norm{x}^2 = \norm{z}^2 + \abs{c}^2 \norm{y}^2. Dropping ∥z∥2\norm{z}^2 gives the inequality, and equality means z=0z = 0.

Reading path

To understand this page from the ground up, read these 54 pages in order. The foundations come first. The path takes the proofs Proof that a complex number times its conjugate is the square of its modulus, Proof of the equality of complex numbers, Proof that the reals form an ordered field, with the Cauchy sequence construction, Proof that the absolute value is multiplicative, Proof of the existence of square roots of nonnegative reals.

  1. Complex numbers object
  2. Complex numbers as pairs of reals concept
  3. Construction of the reals from Cauchy sequences concept
  4. Element definition
  5. Imaginary unit object
  6. Inner product concept
  7. Inner product space concept
  8. Integers object
  9. Norm induced by an inner product concept
  10. Ordered field definition
  11. Proposition concept
  12. Rational numbers object
  13. Real numbers object
  14. Set bounded above definition
  15. Vector space definition
  16. Real and imaginary parts definition
  17. Set definition
  18. Ring of integers statement
  19. Implication definition
  20. Predicate definition
  21. The reals form a field statement
  22. Supremum definition
  23. Linear combination definition
  24. Complex conjugate definition
  25. Ordered pair definition
  26. Universal quantifier definition
  27. The rationals form a field statement
  28. Linear independence definition
  29. Completeness axiom statement
  30. Cartesian product definition
  31. Proof of the equality of complex numbers proof
  32. Subset definition
  33. The rationals form an ordered field statement
  34. Equality of complex numbers statement
  35. Binary relation definition
  36. Order on the reals definition
  37. Antisymmetric relation definition
  38. Reflexive relation definition
  39. Transitive relation definition
  40. Preorder definition
  41. Partial order definition
  42. Total order definition
  43. Proof that the reals form an ordered field, with the Cauchy sequence construction proof
  44. The reals form an ordered field statement
  45. Absolute value definition
  46. Proof of the existence of square roots of nonnegative reals proof
  47. Proof that the absolute value is multiplicative proof
  48. Existence of square roots of nonnegative reals statement
  49. Absolute value is multiplicative statement
  50. Square root definition
  51. Modulus of a complex number definition
  52. Proof that a complex number times its conjugate is the square of its modulus proof
  53. A complex number times its conjugate statement
  54. Proof of the Cauchy–Schwarz inequality proof

Where this leads

504 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Cauchy–Schwarz_inequality, Proof via the orthogonal projection
About this page
Tag6NB1CYDTNK
URIm2://6NB1CYDTNK
Kindproof
WritingW0 stub
MSC15A63, 46C05
ProvesCauchy–Schwarz inequality
UsesInner product space, Inner product, Norm induced by an inner product, Complex conjugate, A complex number times its conjugate, Absolute value is multiplicative, Linear independence
Changed4 November 2026

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