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Atlas.DifferentialAnalysis.code.SpectralTheoremFix

The infimum of the Rayleigh quotient of a continuous linear operator T over nonzero vectors. For self-adjoint T, this is the lower endpoint of spectrum ℝ T.

Instances For

    The supremum of the Rayleigh quotient of a continuous linear operator T over nonzero vectors. For self-adjoint T, this is the upper endpoint of spectrum ℝ T.

    Instances For
      theorem SpectralTheorem.inner_shifted_eq {H : Type u_1} [NormedAddCommGroup H] [InnerProductSpace H] [CompleteSpace H] (T : H →L[] H) (hT : IsSelfAdjoint T) (t : ) (x : H) :
      inner (((algebraMap (H →L[] H)) t - T) x) x = ↑(t * x ^ 2 - T.reApplyInnerSelf x)

      For a self-adjoint operator T, ⟨(t·I − T)x, x⟩ equals the real number t‖x‖² − ⟨Tx,x⟩_ℝ cast into .

      The Rayleigh quotient is bounded above by ‖T‖, so its range over nonzero vectors admits a supremum.

      The Rayleigh quotient is bounded below by −‖T‖, so its range over nonzero vectors admits an infimum.

      Pointwise bound: Re⟨Tx, x⟩ ≤ rayleighSup T · ‖x‖².

      Pointwise bound: rayleighInf T · ‖x‖² ≤ Re⟨Tx, x⟩.

      Spectral inclusion for self-adjoint operators: spectrum ℝ T ⊆ [rayleighInf T, rayleighSup T]. This is one direction of the Rayleigh quotient characterization of the spectrum (Melrose Prop 16.2).

      theorem SpectralTheorem.discriminant_nonneg_aux {A B C : } (hC : 0 C) (hquad : ∀ (t : ), 0 A + 2 * t * B + t ^ 2 * C) :
      B ^ 2 A * C

      Discriminant bound for a quadratic in t: if A + 2tB + t²C ≥ 0 for all real t and C ≥ 0, then B² ≤ AC. Used in proving positivity-derived Cauchy-Schwarz inequalities.

      theorem SpectralTheorem.quadratic_expansion_aux {H : Type u_1} [NormedAddCommGroup H] [InnerProductSpace H] (P : H →L[] H) (hP : P.IsPositive) (x : H) (t : ) :
      P.reApplyInnerSelf (x + t P x) = P.reApplyInnerSelf x + 2 * t * P x ^ 2 + t ^ 2 * P.reApplyInnerSelf (P x)

      Quadratic expansion of ⟨P(x + tPx), x + tPx⟩ for positive P: expressed in t as a quadratic polynomial whose coefficients are Re⟨Px,x⟩, 2‖Px‖² and Re⟨P²x, Px⟩.

      For a positive operator P, the Cauchy-Schwarz-type bound ‖Px‖² ≤ ‖P‖ · Re⟨Px, x⟩. This is the key inequality used to show that rayleighInf lies in the spectrum.

      The infimum of the Rayleigh quotient of a self-adjoint operator on a nontrivial complex Hilbert space belongs to its real spectrum (Melrose Prop 16.2 / 16.3).

      Negation symmetry: rayleighInf (-T) = -rayleighSup T.

      The supremum of the Rayleigh quotient of a self-adjoint operator on a nontrivial complex Hilbert space belongs to its real spectrum, obtained from the infimum statement via negation.

      Full Rayleigh quotient characterization (Melrose Prop 16.1–16.3): for a self-adjoint operator T on a nontrivial complex Hilbert space, both rayleighInf T and rayleighSup T lie in spectrum ℝ T, and spectrum ℝ T is contained in [rayleighInf T, rayleighSup T].