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 be the scalar field, or . Over , the complex conjugate of a scalar is itself.
- By axiom 1 of the inner product, for every .
- By axioms 1 and 2, for and , we get . This equals .
- By axiom 2, equals its own conjugate, so it is real. By axiom 3 and step 1, , with equality only for .
- So the induced norm is a real number . Also holds if and only if .
- Suppose first that . By steps 1 and 2, , and . So both sides are and equality holds.
- In this case and are also linearly dependent, since . So the whole claim holds when .
- Now suppose that . Then by axiom 3. Put and .
- By axiom 1, . By axiom 2, also .
- Since , axiom 1 and step 2 give .
- By step 8 the middle terms vanish. A complex number times its conjugate is . So .
- The absolute value is multiplicative, so . Hence .
- Since , steps 10 and 11 give . Equality holds exactly when , that is, when .
- Both and are . Taking square roots in step 12 gives , with equality exactly when .
- If , then . So and are linearly dependent.
- Conversely, let with not both . If , then and , which is excluded. So and with .
- Then , and step 8 gives . Since , we get and .
- By steps 13 to 16, when , equality holds if and only if and are linearly dependent. With step 6, this proves the theorem.
Idea
Subtract from its projection onto the line through . The remainder is orthogonal to , so a Pythagoras identity gives . Dropping gives the inequality, and equality means .
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.
- Complex numbers object
- Complex numbers as pairs of reals concept
- Construction of the reals from Cauchy sequences concept
- Element definition
- Imaginary unit object
- Inner product concept
- Inner product space concept
- Integers object
- Norm induced by an inner product concept
- Ordered field definition
- Proposition concept
- Rational numbers object
- Real numbers object
- Set bounded above definition
- Vector space definition
- Real and imaginary parts definition
- Set definition
- Ring of integers statement
- Implication definition
- Predicate definition
- The reals form a field statement
- Supremum definition
- Linear combination definition
- Complex conjugate definition
- Ordered pair definition
- Universal quantifier definition
- The rationals form a field statement
- Linear independence definition
- Completeness axiom statement
- Cartesian product definition
- Proof of the equality of complex numbers proof
- Subset definition
- The rationals form an ordered field statement
- Equality of complex numbers statement
- Binary relation definition
- Order on the reals definition
- Antisymmetric relation definition
- Reflexive relation definition
- Transitive relation definition
- Preorder definition
- Partial order definition
- Total order definition
- Proof that the reals form an ordered field, with the Cauchy sequence construction proof
- The reals form an ordered field statement
- Absolute value definition
- Proof of the existence of square roots of nonnegative reals proof
- Proof that the absolute value is multiplicative proof
- Existence of square roots of nonnegative reals statement
- Absolute value is multiplicative statement
- Square root definition
- Modulus of a complex number definition
- Proof that a complex number times its conjugate is the square of its modulus proof
- A complex number times its conjugate statement
- Proof of the Cauchy–Schwarz inequality proof
Where this leads
504 pages build on this one.
- Singular value decomposition
- Picard–Lindelöf theorem in integral form
- Non-uniqueness for a non-Lipschitz equation
- Change of variables in multiple integrals
- Lotka–Volterra equations
- Volume of a ball in R^n
- Additivity of line integrals under concatenation
- Maximal solution
- Periodic orbit
- Function with unequal mixed partial derivatives
- Symmetry of second derivatives
- Uniqueness of solutions for Lipschitz vector fields
- Flow of a vector field
- Mean value inequality
- Reduction of order
- The real part of a holomorphic function is harmonic
- Triangularisation
- Open mapping theorem
- C^1 vector fields satisfy the Picard–Lindelöf hypotheses
- Maximum modulus principle
- Lagrange multiplier with one constraint
- Spectral theorem for normal matrices
- Poincaré lemma for one-forms on convex sets
- Angle sum of a triangle
- Phase plane
- Jacobian of spherical coordinates
- Asymptotic stability
- LaSalle's invariance principle
- Spectral theorem
- Angle bisector theorem
- An iterate of the Picard operator is a contraction
- Eigenvalue method for linear systems
- Lyapunov stability
- Liouville's formula
- Linearisation at an equilibrium
- Determinant of a matrix exponential
- Stokes' theorem
- Curl-free vector field on a convex set is conservative
- Solutions for complex conjugate roots
- Global existence for globally Lipschitz vector fields
- Path independence of line integrals
- Trajectory
- Implicit function theorem
- Zero derivative on a connected open set implies constant
- Hamiltonian system
- Hyperbolic equilibrium point
- Harmonic conjugate
- Classification of complex quadratic forms
- Spectral theorem for Hermitian matrices
- Blow-up in finite time
- Limit cycle
- Liouville's theorem
- Poincaré–Bendixson theorem
- Divergence of a curl is zero
- Reversing a path changes the sign of a line integral
- Continuous dependence on initial data
- Cylindrical coordinates
- General solution of an inhomogeneous linear equation
- Solution space of a homogeneous linear equation has dimension n
- Curl-free field that is not conservative
- Second derivative test in several variables
- Fundamental system of solutions
- Solutions for distinct real roots
- Generalised Stokes theorem
- Solutions for repeated roots
- Mean value property
- Polar decomposition
- Lyapunov's stability theorem
- Taylor's theorem in several variables
- Vector calculus identities
- Turán's theorem
- Underdamped
- Fundamental theorem of algebra
- Inverse function theorem
- Curl of a gradient is zero
- Schwarz lemma
- Wronskian test for linear independence of solutions
- Fundamental matrix
- Mantel's theorem
- Classification of equilibria of planar linear systems
- Implicit function theorem for a surjective derivative
- Schwarz's theorem for C^2 functions
- Exterior angle theorem
- Angle-angle similarity
- Second-order Taylor expansion
- Picard–Lindelöf theorem
- Law of sines
- Principal axis theorem
- Implicit differentiation
- Cauchy–Schwarz inequality
- Picard iteration
- Polar coordinates
- Damped harmonic oscillator
- Spherical coordinates
- Variation of constants formula for linear systems
- Hartman–Grobman theorem
- Gradient theorem
- Pendulum equation
- Stability of linear systems via eigenvalues
- First integral
- C^1 functions are strictly differentiable
- Phase portrait
- Integration in polar coordinates
- Bounded derivative on a convex set implies Lipschitz
- Lagrange multipliers
- Line integral as an integral over the parameter interval
- Sylvester's criterion
- Volume of a ball in R^3
- The exterior derivative squares to zero
- Forced oscillation and resonance
- Method of undetermined coefficients
- Variation of parameters
- Harmonic oscillator
- Homotopy invariance of line integrals of closed forms
- Diffeomorphism
- Local homeomorphism from the inverse function theorem
- Gradient points in the direction of steepest ascent
- Morse–Smale system
- Proof of uniqueness of solutions for Lipschitz vector fields
- Liénard's theorem
- Spectral theorem for unbounded self-adjoint operators
- Emden–Chandrasekhar equation
- Simple harmonic motion
- Proof of the Lagrange multiplier rule with one constraint
- Mahler measure
- Routh–Hurwitz theorem
- Proof of the principal axis theorem from the spectral theorem
- Saccheri–Legendre theorem
- Shell theorem
- Paley–Zygmund inequality
- Holomorphic inverse function theorem
- Newton's law of universal gravitation
- Phragmén–Lindelöf principle for subharmonic functions
- Proof of the implicit function theorem for a surjective derivative
- Carleman estimate for harmonic measure
- Proof of the singular value decomposition from the spectral theorem
- Proof of the homotopy invariance of line integrals of curl-free fields by local potentials
- Proof of the implicit function theorem from the inverse function theorem
- Alfvén's frozen-in flux theorem
- Quantum Zeno effect
- Hilbert–Schmidt expansion theorem
- Proof of the mean value property via a holomorphic function with real part u
- Cheng–Yau gradient estimate
- Removable singularities for harmonic functions
- Minimum principle for harmonic functions
- Lyusternik's theorem on tangent spaces
- Bridgman's thermodynamic equations
- Displacement current
- Markov partition
- Augmented Lagrangian method
- Chandrasekhar's white dwarf equation
- Surface equivalence principle
- Durand–Kerner method
- Hardy's uncertainty principle
- Dedekind ellipsoid
- Center manifold theorem
- Hydrostatic equilibrium
- Kinetic energy
- Importance sampling
- Tidal force
- Limit set
- Anharmonic oscillator
- Artin–Schreier theorem
- Proof that the gradient points in the direction of steepest ascent
- Proof of Sylvester's criterion by induction and completing the square
- Proof of the Schwarz lemma by the maximum modulus principle
- Proof of the fundamental theorem of algebra by Liouville's theorem
- Proof of the Wronskian test for linear independence of solutions
- Proof that the solution space of a homogeneous linear equation has dimension n
- Phonon dispersion in lattices
- Force-free magnetic field
- Volterra's principle
- Friction
- Stein interpolation theorem
- Bilinear series of a symmetric kernel
- Kobayashi metric
- Choquet-Bruhat–Geroch theorem on maximal developments
- Magnetic braking
- Proof of the Lagrange multiplier theorem by the implicit function theorem
- Isoperimetric problem of the calculus of variations
- Harmonic majorant
- Spectral decomposition theorem
- Black hole stability problem
- Virial theorem
- Tests of general relativity
- Milankovitch cycles
- Stellar structure
- Modified Newtonian dynamics
- Kelvin–Helmholtz mechanism
- Hohmann transfer orbit
- Proof that a bounded derivative on a convex set implies Lipschitz
- Proof of the gradient theorem
- Log-modulus of a holomorphic function is subharmonic
- Central configuration
- Circulation
- Invariant set
- Electromagnetic radiation
- Schwarzschild criterion for convection
- Box–Muller transform
- Proof of the second-order Taylor expansion
- Coherence
- Virial mass
- von Zeipel theorem
- Catenary problem
- Jacobi integral
- Brunt–Väisälä frequency
- Maximum modulus principle in several variables
- Damping
- Weyl's lemma
- Uhlmann's theorem
- Galaxy rotation curve
- Celestial mechanics
- Marshallian demand function
- Weak gravitational lensing
- Kepler's equation
- Proof that reversing a path changes the sign of a line integral
- Proof that a C^1 map with invertible derivative is a local homeomorphism and an open map
- Nash–Moser theorem
- Spectral theorem for compact self-adjoint operators
- Courant–Fischer characterization of characteristic values
- Bi-elliptic transfer
- Galilean invariance
- Utility maximization problem
- Proof of the spectral theorem for self-adjoint operators by induction on the dimension
- Lorentz oscillator model
- Mass–luminosity relation
- Fresnel equations
- Accretion disk
- Conservation of energy
- Principle of material frame-indifference
- Smoothness and analyticity of harmonic functions
- Proof of the path independence of line integrals
- Proof that C^1 vector fields satisfy the Picard–Lindelöf hypotheses
- Robust optimization
- Mixed state
- Einstein–Infeld–Hoffmann equations
- Proof of Stokes' theorem by pulling back to Green's theorem
- Implicit function theorem in Banach spaces
- Melnikov method
- Geodetic triangulation
- Sub-mean value property
- Lens equation
- Strong cosmic censorship conjecture
- Proof of the open mapping theorem by the maximum modulus principle
- Inelastic collision
- Euler's elastica
- Lyapunov–Schmidt reduction
- Kakutani's solution of the Dirichlet problem
- Purification of a quantum state
- Gleason's theorem
- Weak cosmic censorship conjecture
- Numerical continuation
- Proof of the eigenvalue criteria for stability of linear systems via the Jordan normal form
- Converse of the mean value property
- Real solutions from a complex eigenpair of a real matrix
- Two-body problem
- Total internal reflection
- Ledoux criterion
- Inverted pendulum
- Liénard equation
- Heisenberg uncertainty principle
- Orbital mechanics
- Bonnor–Ebert mass
- Proof of the parametric formula for line integrals
- Tolman–Oppenheimer–Volkoff limit
- Ehrenfest equations
- Post-Newtonian expansion
- Earnshaw's theorem
- Conformal radius
- Stone's theorem on one-parameter unitary groups
- Closing lemma
- Adams–Williamson equation
- Sequential quadratic programming
- Charge conservation
- Proof of the classification of complex quadratic forms by rescaling a diagonal form
- Anosov flow
- Tisserand's parameter
- RLC circuit
- Superharmonic potential
- Heisenberg inequality for the Fourier transform
- Polytrope
- Lidskii's trace formula for integral operators
- Interface conditions for electromagnetic fields
- Heteroclinic orbit
- Hamiltonian operator
- Angular momentum
- Gravitational microlensing
- Borel–Carathéodory theorem
- Second quantization
- Dido's problem
- Differential-algebraic system of equations
- Tsiolkovsky rocket equation
- Hayashi track
- Proof of Lyapunov's stability theorem
- Proof of the general solution of an inhomogeneous linear equation
- Stellar pulsation
- Euler's three-body problem
- Phragmén–Lindelöf principle
- Smale's problems on dynamics
- Proof of the angle bisector theorem and its converse with unit vectors
- Proof of the angle sum of a triangle with sines and cosines
- Conservation of angular momentum
- Thermodynamic square
- Picard's theorem for first order equations with continuous partial derivative
- Parker solar wind model
- Spectrum of the Laplace–Beltrami operator
- Impulse
- Floquet theory
- Backus–Gilbert method
- Principal stresses
- Proof that C^1 functions are strictly differentiable
- Parametric oscillator
- Momentum
- Ampère's circuital law
- Furuta pendulum
- Topological quantum field theory
- Escape velocity
- Smooth dynamical system
- Proof that a zero derivative on a connected open set implies constant
- Chandrasekhar limit
- Proof of the law of sines from the law of cosines
- Wick rotation
- Tidal acceleration
- Gravitational deflection of light
- Eckart–Young theorem
- Poincaré map
- Maclaurin spheroid
- Coefficient of restitution
- Strang splitting
- Q factor
- Proof of the variation of constants formula for linear systems
- Jacobi integral
- Differentiable dependence on parameters
- Catenary
- Lie–Trotter product formula
- Routh–Hurwitz stability criterion
- Koebe's theorem on the mean value property
- Regular value theorem
- Structural stability
- Area-minimizing current
- Random vibration
- Matched filter theorem
- Kepler's laws of planetary motion
- Inverse function theorem in Banach spaces
- Proof of the inverse function theorem by the contraction mapping principle
- Kharitonov's theorem
- Proof of the polar decomposition from the singular value decomposition
- Poincaré–Bendixson theorem for a bounded region without equilibria
- Homoclinic bifurcation
- Maxwell relations
- Random vibration
- Born rule
- Dynamical friction
- Borel functional calculus
- Wiener–Hopf method
- Mixing length theory
- Kepler's equation
- Compactness of families of harmonic functions
- Gradient estimates for harmonic functions
- Kepler orbit
- Neumann formula for mutual inductance
- Configuration space
- Proof that an iterate of the Picard operator is a contraction
- Carathéodory metric
- Schmidt decomposition
- Brody hyperbolicity
- Hyperbolic set
- Parametric oscillator
- Operator monotone function
- Proof of global existence for globally Lipschitz vector fields by steps of uniform length
- Hill sphere
- Proof of the spectral theorem for normal matrices by deflation
- Mercer's theorem
- Spherical astronomy
- Littlewood subordination theorem
- Proof of the spectral theorem for Hermitian matrices
- Positive definiteness of the energy
- Lagrange multipliers for constraints
- Roche limit
- Proof of triangularisation by induction on the size
- Bifurcation theory
- Duhamel's principle
- Proof of Taylor's theorem in several variables by restriction to a line
- Lagrange multipliers on Banach spaces
- Anharmonic oscillator
- Proof of the volume of a ball in R^3 from the n-dimensional formula
- Generalized Lotka–Volterra equation
- Annihilator method
- Schönberg–Chandrasekhar limit
- Magnetotellurics
- Liouville's theorem for harmonic functions
- Quantum computing
- Wave function collapse
- Proof of the additivity of line integrals under concatenation
- Geopotential
- Elastic pendulum
- Proof of the solutions for repeated roots
- Principal component analysis
- Liouville's theorems on elliptic functions
- N-body simulation
- Proof of the solutions for distinct real roots
- Proof of angle-angle similarity with the law of sines
- Celestial mechanics
- Vogt–Russell theorem
- Mild solution
- Eddington luminosity
- Whitney extension theorem
- Proof of continuous dependence on initial data by Grönwall's inequality
- Hill sphere
- Phase space
- Elastic collision
- Axiom A
- Inertia tensor and principal axes
- Barnes–Hut simulation
- Bidiagonalization
- Vis-viva equation
- Covariant formulation of classical electromagnetism
- Duffing equation
- Proof of Turán's theorem by Zykov symmetrization
- Classical mechanics
- Kapitza's pendulum
- Work–energy theorem
- Stellar dynamics
- Liouville's theorem for planar harmonic functions
- Liénard–Chipart criterion
- Conservation of momentum
- Proof of the second derivative test in several variables
- Proof that the divergence of a curl is zero
- Variable-mass system
- Maximum principle for harmonic functions
- Parker instability
- Surface plasmon polariton
- Indirect utility function
- Magnus expansion
- Bertrand's theorem
- Central force
- Einstein radius
- Schur product theorem
- Hadamard three-circle theorem for subharmonic functions
- Proof of Mantel's theorem by double counting
- Lindelöf's maximum principle
- Helmholtz decomposition of electromagnetic fields
- Hadamard three-circle theorem
- Schwarz–Pick theorem
- Singular values of a compact operator
- Robertson–Schrödinger uncertainty relation
- Sitnikov problem
- Exponential stability
- Spherical pendulum
- Proof of the symmetry of second derivatives by a second difference
- Observable
- Slice theorem
- Duhamel's principle for heat conduction
- Schmidt's singular value decomposition of a kernel
- Proof that the determinant of a matrix exponential is the exponential of the trace
- Free-fall time
- Jacobi ellipsoid
- Lagrange points
- Harmonic measure as exit distribution
- Van der Pol oscillator
- Two-body relaxation time
- Stable manifold theorem
- Proof that the exterior derivative squares to zero
- Hadamard three-lines theorem
- Parker spiral
- Proof of the Picard–Lindelöf theorem in integral form
- Picard's theorem for systems with continuous partial derivatives
- Parabolic and hyperbolic Riemann surfaces
- Retarded potential
- Polar decomposition of the deformation gradient
- Anosov diffeomorphism
- Analytic capacity
- Brewster's angle
- Spectral theorem for bounded normal operators
- Poynting's theorem
- Newtonian limit
- Adjoint state method
- Strong gravitational lensing
- Lindelöf's theorem
- Proof of the vector calculus identities
- Hadamard's two-constants theorem
- Stability conjecture
- Nesbitt's inequality
- State-transition matrix
- Hidden-variable theory
- Channel capacity of a quantum channel
- Proof that the real part of a holomorphic function is harmonic
- Bôcher's theorem
- Einstein ring
- Circular restricted three-body problem
- Gain scheduling
- Jefimenko's equations
- Faraday's law of induction
- Proof of the Picard–Lindelöf theorem
- Hill differential equation
- Circle average
- Proof that the curl of a gradient is zero
- Bullen parameter
- Proof of Liouville's theorem by Cauchy's estimates
- Normal form
- Roche lobe
- Hartogs lemma for subharmonic functions
- Proof of the mean value inequality
- Proof of the exterior angle theorem from the angle sum
Further reading
- Web https://en.wikipedia.org/wiki/Cauchy–Schwarz_inequality, Proof via the orthogonal projection
About this page
| Tag | 6NB1CYDTNK |
|---|---|
| URI | m2://6NB1CYDTNK |
| Kind | proof |
| Writing | W0 stub |
| MSC | 15A63, 46C05 |
| Proves | Cauchy–Schwarz inequality |
| Uses | Inner product space, Inner product, Norm induced by an inner product, Complex conjugate, A complex number times its conjugate, Absolute value is multiplicative, Linear independence |
| Changed | 4 November 2026 |
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