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Karteikarten

Basic definitions

Simon Majgaard Matrix Analysis Englisch 15 Karten

Karten in diesem Stapel (15)

  1. 1Definition: Eigenvector Eigenvalue EigenpairA"x"= λ"x"
    A square
    x =/= 0
    λ is eigenvalue
    x is eigenvector
    (λ,x) is an eigenpair
  2. 2Characteristic polynomialp(λ)=det(λI-A)
    degree n
  3. 3Spectrum of AThe set of all eigenvalues of A
    Λ(A)={λ1, λ2, ...,λn}
  4. 4Algebraic multiplicityMultiplicity of λ as a zero in p(λ)
    i.e.
    if (λ-x)^k=0
    then λ=x has a algebraic multiplicity of k
  5. 5Invariant subspaceX is invariant if:
    AX is subset of X
    i.e. if x in X then so is Ax.
    or equiv.
    AX = XB for some b
    then range(X) is invariant for A
  6. 6Deduce what you can from AX = XB1. Range(X) is a invariant subspace of A
    2. Spectrum of B (Λ(B)) is a subset of Λ(A)
  7. 7A and B are similarB=inv(P)AP,
    P non-singular
    A,B squre, same dimensions
  8. 8Transforming matrixIn the equation
    B=inv(P)AP,
    P is a transforming matrix
  9. 9similarity transformationB=inv(P)AP,
    P non-singular
    A,B squre, same dimensions
  10. 10A and B are similar., (B=inv(P)AP) What is true of their eigenvalues and vectors?1. A and B have the same eigenvalues (Λ(A) = Λ(B))
    2. (λ, x) is an eigenpair of A iff (λ,inv(P)x) is an eigenpair of B
  11. 11A and B are similar., (A=inv(P)BP) What is true of their eigenvalues and vectors?1. A and B have the same eigenvalues (Λ(A) = Λ(B))
    2. (λ, x) is an eigenpair of B iff (λ,inv(P)x) is an eigenpair of A
  12. 12Unitary similarB=U*AU,
    U is unitary
  13. 13Orthogonally similarB = Q^TAQ,
    Q orthogonal
  14. 14A is simpleA is diagonizable:
    A is similar to a diagonal matrix,
    A = inv(P)DP,
    D is diagonal
  15. 15A is diagonizableA is simple:
    A is similar to a diagonal matrix,
    A = inv(P)DP,
    D is diagonal

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Matrix Analysis (Theory of eigensystems) Karteikarten am Basic definitions, erstellt von Simon Majgaard am 08/11/2020.
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Simon Majgaard
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