Deck 11: Additional Topics and Applications

ملء الشاشة (f)
exit full mode
سؤال
Find a polynomial formula for the quadratic form
Find a polynomial formula for the quadratic form   with the matrix   .<div style=padding-top: 35px> with the matrix
Find a polynomial formula for the quadratic form   with the matrix   .<div style=padding-top: 35px>
.
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لقلب البطاقة.
سؤال
Find a polynomial formula for the quadratic form
Find a polynomial formula for the quadratic form   with the matrix   .<div style=padding-top: 35px> with the matrix
Find a polynomial formula for the quadratic form   with the matrix   .<div style=padding-top: 35px>
.
سؤال
Find the
Find the   matrix A of the quadratic form   .<div style=padding-top: 35px> matrix A of the quadratic form
Find the   matrix A of the quadratic form   .<div style=padding-top: 35px>
.
سؤال
Find the
Find the   matrix A of the quadratic form   .<div style=padding-top: 35px> matrix A of the quadratic form
Find the   matrix A of the quadratic form   .<div style=padding-top: 35px>
.
سؤال
Find the
Find the   matrix A of the quadratic form   .<div style=padding-top: 35px> matrix A of the quadratic form
Find the   matrix A of the quadratic form   .<div style=padding-top: 35px>
.
سؤال
Find an
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px> orthogonal matrix P and diagonal matrix D such that the change of variables
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px> transforms the given quadratic form
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px> into the form
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px>
.
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px>
سؤال
Find a
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px> orthogonal matrix P and diagonal matrix D such that the change of variables
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px> transforms the given quadratic form
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px> into the form
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px>
.
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  <div style=padding-top: 35px>
سؤال
Determine if the quadratic form
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  <div style=padding-top: 35px> is positive definite, negative definite, indefinite, or none of these.
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  <div style=padding-top: 35px>
سؤال
Determine if the quadratic form
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  <div style=padding-top: 35px> is positive definite, negative definite, indefinite, or none of these.
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  <div style=padding-top: 35px>
سؤال
Determine if the quadratic form
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  <div style=padding-top: 35px> is positive definite, negative definite, indefinite, or none of these.
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  <div style=padding-top: 35px>
سؤال
If B is any
If B is any   matrix, then the formula   defines a positive semidefinite quadratic form on   .<div style=padding-top: 35px> matrix, then the formula
If B is any   matrix, then the formula   defines a positive semidefinite quadratic form on   .<div style=padding-top: 35px> defines a positive semidefinite quadratic form on
If B is any   matrix, then the formula   defines a positive semidefinite quadratic form on   .<div style=padding-top: 35px>
.
سؤال
If the quadratic form
If the quadratic form   is positive definite, then A is invertible.<div style=padding-top: 35px> is positive definite, then A is invertible.
سؤال
If
If   , and   , then the graph of the equation   is an ellipse.<div style=padding-top: 35px>
, and
If   , and   , then the graph of the equation   is an ellipse.<div style=padding-top: 35px>
, then the graph of the equation
If   , and   , then the graph of the equation   is an ellipse.<div style=padding-top: 35px> is an ellipse.
سؤال
If If   is a quadratic form, then   for every scalar<div style=padding-top: 35px> is a quadratic form, then If   is a quadratic form, then   for every scalar<div style=padding-top: 35px> for every scalar
سؤال
If
If   is a positive definite quadratic form and   is a negative definite quadratic form, then   is indefinite.<div style=padding-top: 35px> is a positive definite quadratic form and
If   is a positive definite quadratic form and   is a negative definite quadratic form, then   is indefinite.<div style=padding-top: 35px> is a negative definite quadratic form, then
If   is a positive definite quadratic form and   is a negative definite quadratic form, then   is indefinite.<div style=padding-top: 35px> is indefinite.
سؤال
Determine if the matrix A is positive definite.
Determine if the matrix A is positive definite.  <div style=padding-top: 35px>
سؤال
Determine if the matrix A is positive definite.
Determine if the matrix A is positive definite.  <div style=padding-top: 35px>
سؤال
Determine if the matrix A is positive definite.
Determine if the matrix A is positive definite.  <div style=padding-top: 35px>
سؤال
Show that the given symmetric matrix A is positive definite by finding the determinants of its leading principal submatrices. Then find the LDU-factorization of A. Show that the given symmetric matrix A is positive definite by finding the determinants of its leading principal submatrices. Then find the LDU-factorization of A.  <div style=padding-top: 35px>
سؤال
Show that the given matrix is positive definite, and then find the LDU-factorization.
Show that the given matrix is positive definite, and then find the LDU-factorization.  <div style=padding-top: 35px>
سؤال
Show that the given matrix is positive definite, and then find the LDU-factorization.
Show that the given matrix is positive definite, and then find the LDU-factorization.  <div style=padding-top: 35px>
سؤال
Show that the given matrix is positive definite, and then find the LDU-factorization of the matrix.
Show that the given matrix is positive definite, and then find the LDU-factorization of the matrix.  <div style=padding-top: 35px>
سؤال
Find the Cholesky decomposition
Find the Cholesky decomposition   of the positive definite matrix   .<div style=padding-top: 35px> of the positive definite matrix
Find the Cholesky decomposition   of the positive definite matrix   .<div style=padding-top: 35px>
.
سؤال
Find the Cholesky decomposition
Find the Cholesky decomposition   of the positive definite matrix   .<div style=padding-top: 35px> of the positive definite matrix
Find the Cholesky decomposition   of the positive definite matrix   .<div style=padding-top: 35px>
.
سؤال
Find the Cholesky decomposition
Find the Cholesky decomposition   of the positive definite matrix   .<div style=padding-top: 35px> of the positive definite matrix
Find the Cholesky decomposition   of the positive definite matrix   .<div style=padding-top: 35px>
.
سؤال
If A is positive definite, then
If A is positive definite, then   exists, and   is positive definite.<div style=padding-top: 35px> exists, and
If A is positive definite, then   exists, and   is positive definite.<div style=padding-top: 35px> is positive definite.
سؤال
If A is positive definite, every entry along the diagonal of A is positive.
سؤال
If A has an LDU-factorization, then A is positive definite.
سؤال
If A is positive definite with factorization If A is positive definite with factorization   , then the diagonal entries of D are the eigenvalues of A.<div style=padding-top: 35px>
, then the diagonal entries of D are the eigenvalues of A.
سؤال
A symmetric matrix
A symmetric matrix   is positive definite if and only if   is negative definite.<div style=padding-top: 35px> is positive definite if and only if
A symmetric matrix   is positive definite if and only if   is negative definite.<div style=padding-top: 35px> is negative definite.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .<div style=padding-top: 35px>
, for
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .<div style=padding-top: 35px>
.
سؤال
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .<div style=padding-top: 35px>
, for
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   .<div style=padding-top: 35px> subject to the constraints
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   .<div style=padding-top: 35px> and
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   .<div style=padding-top: 35px> where
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   .<div style=padding-top: 35px>
.
سؤال
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   .<div style=padding-top: 35px> subject to the constraints
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   .<div style=padding-top: 35px> and
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   .<div style=padding-top: 35px>
, where
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   .<div style=padding-top: 35px>
.
سؤال
If m is the minimum value of a quadratic form
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   .<div style=padding-top: 35px>
, then cm is the minimum value of
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
If 2 is the maximum value of a quadratic form
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   .<div style=padding-top: 35px>
, then 1 is the maximum value of
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   .<div style=padding-top: 35px> subject to the constraint
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   .<div style=padding-top: 35px>
.
سؤال
Suppose A is a positive definite matrix and subject to the constraint
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .<div style=padding-top: 35px> the quadratic form
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .<div style=padding-top: 35px> has maximum value M and minimum value m. Then subject to the constraint
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .<div style=padding-top: 35px> the quadratic form
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .<div style=padding-top: 35px> has maximum value
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .<div style=padding-top: 35px> and minimum value
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .<div style=padding-top: 35px>
.
سؤال
Let
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px>
, where A is a symmetric
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px> matrix with eigenvalues
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px> and associated orthonormal eigenvectors
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px>
. Then subject to the constraints
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px> and
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px>
, the minimum value of
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px> is
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px>
, attained at
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .<div style=padding-top: 35px>
.
سؤال
Suppose
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> and
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> are quadratic forms on
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px>
. If subject to the constraint
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> the maximum values of
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> and
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> are
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> and
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> respectively, then subject to the constraint
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> the maximum value of
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px> is
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .<div style=padding-top: 35px>
.
سؤال
Evaluate
Evaluate   .<div style=padding-top: 35px>
.
سؤال
Determine if
Determine if   is in   .<div style=padding-top: 35px> is in
Determine if   is in   .<div style=padding-top: 35px>
.
سؤال
Evaluate
Evaluate   .<div style=padding-top: 35px>
.
سؤال
Evaluate
Evaluate   .<div style=padding-top: 35px>
.
سؤال
Normalize
Normalize   using the complex dot product.<div style=padding-top: 35px> using the complex dot product.
سؤال
Evaluate
Evaluate   for the matrices   .<div style=padding-top: 35px> for the matrices
Evaluate   for the matrices   .<div style=padding-top: 35px>
.
سؤال
Evaluate
Evaluate   for the matrices   , where the inner product is defined by   .<div style=padding-top: 35px> for the matrices
Evaluate   for the matrices   , where the inner product is defined by   .<div style=padding-top: 35px>
, where the inner product is defined by
Evaluate   for the matrices   , where the inner product is defined by   .<div style=padding-top: 35px>
.
سؤال
Evaluate
Evaluate   for the functions   and   where the inner product is defined by   .<div style=padding-top: 35px> for the functions
Evaluate   for the functions   and   where the inner product is defined by   .<div style=padding-top: 35px> and
Evaluate   for the functions   and   where the inner product is defined by   .<div style=padding-top: 35px> where the inner product is defined by
Evaluate   for the functions   and   where the inner product is defined by   .<div style=padding-top: 35px>
.
سؤال
Evaluate
Evaluate   for   , where the inner product is defined by   .<div style=padding-top: 35px> for
Evaluate   for   , where the inner product is defined by   .<div style=padding-top: 35px>
, where the inner product is defined by
Evaluate   for   , where the inner product is defined by   .<div style=padding-top: 35px>
.
سؤال
In
In   , using the complex dot product, find a basis for   , where   .<div style=padding-top: 35px>
, using the complex dot product, find a basis for
In   , using the complex dot product, find a basis for   , where   .<div style=padding-top: 35px>
, where
In   , using the complex dot product, find a basis for   , where   .<div style=padding-top: 35px>
.
سؤال
In a complex inner product space,
In a complex inner product space,   for all vectors u and   .<div style=padding-top: 35px> for all vectors u and
In a complex inner product space,   for all vectors u and   .<div style=padding-top: 35px>
.
سؤال
The dimension of the complex vector space
The dimension of the complex vector space   is n.<div style=padding-top: 35px> is n.
سؤال
For vectors u, v in a complex inner product space, we have
For vectors u, v in a complex inner product space, we have   if and only if   .<div style=padding-top: 35px> if and only if
For vectors u, v in a complex inner product space, we have   if and only if   .<div style=padding-top: 35px>
.
سؤال
If
If   is an orthonormal set in a complex inner product space V, then the set   is also an orthonormal set in V.<div style=padding-top: 35px> is an orthonormal set in a complex inner product space V, then the set
If   is an orthonormal set in a complex inner product space V, then the set   is also an orthonormal set in V.<div style=padding-top: 35px> is also an orthonormal set in V.
سؤال
If
If   and   , we have   , where the inner product is defined by   .<div style=padding-top: 35px> and
If   and   , we have   , where the inner product is defined by   .<div style=padding-top: 35px>
, we have
If   and   , we have   , where the inner product is defined by   .<div style=padding-top: 35px>
, where the inner product is defined by
If   and   , we have   , where the inner product is defined by   .<div style=padding-top: 35px>
.
سؤال
Find
Find   for the matrix   .<div style=padding-top: 35px> for the matrix
Find   for the matrix   .<div style=padding-top: 35px>
.
سؤال
Find
Find   for the matrix   .<div style=padding-top: 35px> for the matrix
Find   for the matrix   .<div style=padding-top: 35px>
.
سؤال
Find
Find   for the matrix   .<div style=padding-top: 35px> for the matrix
Find   for the matrix   .<div style=padding-top: 35px>
.
سؤال
Determine if the given matrix A is Hermitian.
Determine if the given matrix A is Hermitian.  <div style=padding-top: 35px>
سؤال
Determine if the given matrix A is Hermitian.
Determine if the given matrix A is Hermitian.  <div style=padding-top: 35px>
سؤال
Determine if the given matrix A is normal.
Determine if the given matrix A is normal.  <div style=padding-top: 35px>
سؤال
Determine if the given matrix A is normal.
Determine if the given matrix A is normal.  <div style=padding-top: 35px>
سؤال
Verify that the given matrix A is unitary, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that
Verify that the given matrix A is unitary, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .   ​<div style=padding-top: 35px>
.
Verify that the given matrix A is unitary, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .   ​<div style=padding-top: 35px>
سؤال
Verify that the given matrix A is Hermitian, where a, b denote real numbers, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that
Verify that the given matrix A is Hermitian, where a, b denote real numbers, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .  <div style=padding-top: 35px>
.
Verify that the given matrix A is Hermitian, where a, b denote real numbers, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .  <div style=padding-top: 35px>
سؤال
Verify that the given matrix A is normal, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that
Verify that the given matrix A is normal, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .  <div style=padding-top: 35px>
.
Verify that the given matrix A is normal, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .  <div style=padding-top: 35px>
سؤال
If A is a unitary matrix, and
If A is a unitary matrix, and   is an eigenvalue of A, then   .<div style=padding-top: 35px> is an eigenvalue of A, then
If A is a unitary matrix, and   is an eigenvalue of A, then   .<div style=padding-top: 35px>
.
سؤال
If A is an
If A is an   matrix with complex entries, then the matrix   is Hermitian.<div style=padding-top: 35px> matrix with complex entries, then the matrix
If A is an   matrix with complex entries, then the matrix   is Hermitian.<div style=padding-top: 35px> is Hermitian.
سؤال
If A and B are
If A and B are   matrices that are both normal, and   , then both   and AB are normal.<div style=padding-top: 35px> matrices that are both normal, and
If A and B are   matrices that are both normal, and   , then both   and AB are normal.<div style=padding-top: 35px>
, then both
If A and B are   matrices that are both normal, and   , then both   and AB are normal.<div style=padding-top: 35px> and AB are normal.
سؤال
The formula
The formula   defines an inner product on the complex vector space   of all   complex matrices.<div style=padding-top: 35px> defines an inner product on the complex vector space
The formula   defines an inner product on the complex vector space   of all   complex matrices.<div style=padding-top: 35px> of all
The formula   defines an inner product on the complex vector space   of all   complex matrices.<div style=padding-top: 35px> complex matrices.
سؤال
An
An   matrix A is Hermitian if and only if it is normal and all of its eigenvalues are real.<div style=padding-top: 35px> matrix A is Hermitian if and only if it is normal and all of its eigenvalues are real.
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Deck 11: Additional Topics and Applications
1
Find a polynomial formula for the quadratic form
Find a polynomial formula for the quadratic form   with the matrix   . with the matrix
Find a polynomial formula for the quadratic form   with the matrix   .
.
2
Find a polynomial formula for the quadratic form
Find a polynomial formula for the quadratic form   with the matrix   . with the matrix
Find a polynomial formula for the quadratic form   with the matrix   .
.
3
Find the
Find the   matrix A of the quadratic form   . matrix A of the quadratic form
Find the   matrix A of the quadratic form   .
.


4
Find the
Find the   matrix A of the quadratic form   . matrix A of the quadratic form
Find the   matrix A of the quadratic form   .
.
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5
Find the
Find the   matrix A of the quadratic form   . matrix A of the quadratic form
Find the   matrix A of the quadratic form   .
.
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6
Find an
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  orthogonal matrix P and diagonal matrix D such that the change of variables
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  transforms the given quadratic form
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  into the form
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .
.
Find an   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .
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7
Find a
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  orthogonal matrix P and diagonal matrix D such that the change of variables
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  transforms the given quadratic form
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .  into the form
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .
.
Find a   orthogonal matrix P and diagonal matrix D such that the change of variables   transforms the given quadratic form   into the form   .
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8
Determine if the quadratic form
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  is positive definite, negative definite, indefinite, or none of these.
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.
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9
Determine if the quadratic form
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  is positive definite, negative definite, indefinite, or none of these.
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.
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10
Determine if the quadratic form
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.  is positive definite, negative definite, indefinite, or none of these.
Determine if the quadratic form   is positive definite, negative definite, indefinite, or none of these.
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11
If B is any
If B is any   matrix, then the formula   defines a positive semidefinite quadratic form on   . matrix, then the formula
If B is any   matrix, then the formula   defines a positive semidefinite quadratic form on   . defines a positive semidefinite quadratic form on
If B is any   matrix, then the formula   defines a positive semidefinite quadratic form on   .
.
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12
If the quadratic form
If the quadratic form   is positive definite, then A is invertible. is positive definite, then A is invertible.
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13
If
If   , and   , then the graph of the equation   is an ellipse.
, and
If   , and   , then the graph of the equation   is an ellipse.
, then the graph of the equation
If   , and   , then the graph of the equation   is an ellipse. is an ellipse.
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14
If If   is a quadratic form, then   for every scalar is a quadratic form, then If   is a quadratic form, then   for every scalar for every scalar
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15
If
If   is a positive definite quadratic form and   is a negative definite quadratic form, then   is indefinite. is a positive definite quadratic form and
If   is a positive definite quadratic form and   is a negative definite quadratic form, then   is indefinite. is a negative definite quadratic form, then
If   is a positive definite quadratic form and   is a negative definite quadratic form, then   is indefinite. is indefinite.
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16
Determine if the matrix A is positive definite.
Determine if the matrix A is positive definite.
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17
Determine if the matrix A is positive definite.
Determine if the matrix A is positive definite.
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18
Determine if the matrix A is positive definite.
Determine if the matrix A is positive definite.
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19
Show that the given symmetric matrix A is positive definite by finding the determinants of its leading principal submatrices. Then find the LDU-factorization of A. Show that the given symmetric matrix A is positive definite by finding the determinants of its leading principal submatrices. Then find the LDU-factorization of A.
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20
Show that the given matrix is positive definite, and then find the LDU-factorization.
Show that the given matrix is positive definite, and then find the LDU-factorization.
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21
Show that the given matrix is positive definite, and then find the LDU-factorization.
Show that the given matrix is positive definite, and then find the LDU-factorization.
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22
Show that the given matrix is positive definite, and then find the LDU-factorization of the matrix.
Show that the given matrix is positive definite, and then find the LDU-factorization of the matrix.
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23
Find the Cholesky decomposition
Find the Cholesky decomposition   of the positive definite matrix   . of the positive definite matrix
Find the Cholesky decomposition   of the positive definite matrix   .
.
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24
Find the Cholesky decomposition
Find the Cholesky decomposition   of the positive definite matrix   . of the positive definite matrix
Find the Cholesky decomposition   of the positive definite matrix   .
.
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25
Find the Cholesky decomposition
Find the Cholesky decomposition   of the positive definite matrix   . of the positive definite matrix
Find the Cholesky decomposition   of the positive definite matrix   .
.
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26
If A is positive definite, then
If A is positive definite, then   exists, and   is positive definite. exists, and
If A is positive definite, then   exists, and   is positive definite. is positive definite.
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27
If A is positive definite, every entry along the diagonal of A is positive.
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28
If A has an LDU-factorization, then A is positive definite.
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29
If A is positive definite with factorization If A is positive definite with factorization   , then the diagonal entries of D are the eigenvalues of A.
, then the diagonal entries of D are the eigenvalues of A.
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30
A symmetric matrix
A symmetric matrix   is positive definite if and only if   is negative definite. is positive definite if and only if
A symmetric matrix   is positive definite if and only if   is negative definite. is negative definite.
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31
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   . subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .
.
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32
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   . subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .
.
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33
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   . subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .
.
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34
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .
, for
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .
.
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35
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .
, for
Use the technique of constrained optimization (not calculus) to find the absolute maximum and minimum values of the function   , for   .
.
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36
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   . subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .
.
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37
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   . subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .
.
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38
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraint   . subject to the constraint
Find the maximum and minimum values of the quadratic form   subject to the constraint   .
.
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39
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   . subject to the constraints
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   . and
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   . where
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   where   .
.
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40
Find the maximum and minimum values of the quadratic form
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   . subject to the constraints
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   . and
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   .
, where
Find the maximum and minimum values of the quadratic form   subject to the constraints   and   , where   .
.
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41
If m is the minimum value of a quadratic form
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   . subject to the constraint
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   .
, then cm is the minimum value of
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   . subject to the constraint
If m is the minimum value of a quadratic form   subject to the constraint   , then cm is the minimum value of   subject to the constraint   .
.
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42
If 2 is the maximum value of a quadratic form
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   . subject to the constraint
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   .
, then 1 is the maximum value of
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   . subject to the constraint
If 2 is the maximum value of a quadratic form   subject to the constraint   , then 1 is the maximum value of   subject to the constraint   .
.
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43
Suppose A is a positive definite matrix and subject to the constraint
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   . the quadratic form
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   . has maximum value M and minimum value m. Then subject to the constraint
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   . the quadratic form
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   . has maximum value
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   . and minimum value
Suppose A is a positive definite matrix and subject to the constraint   the quadratic form   has maximum value M and minimum value m. Then subject to the constraint   the quadratic form   has maximum value   and minimum value   .
.
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44
Let
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .
, where A is a symmetric
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   . matrix with eigenvalues
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   . and associated orthonormal eigenvectors
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .
. Then subject to the constraints
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   . and
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .
, the minimum value of
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   . is
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .
, attained at
Let   , where A is a symmetric   matrix with eigenvalues   and associated orthonormal eigenvectors   . Then subject to the constraints   and   , the minimum value of   is   , attained at   .
.
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45
Suppose
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . and
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . are quadratic forms on
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .
. If subject to the constraint
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . the maximum values of
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . and
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . are
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . and
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . respectively, then subject to the constraint
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . the maximum value of
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   . is
Suppose   and   are quadratic forms on   . If subject to the constraint   the maximum values of   and   are   and   respectively, then subject to the constraint   the maximum value of   is   .
.
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46
Evaluate
Evaluate   .
.
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47
Determine if
Determine if   is in   . is in
Determine if   is in   .
.
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48
Evaluate
Evaluate   .
.
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49
Evaluate
Evaluate   .
.
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50
Normalize
Normalize   using the complex dot product. using the complex dot product.
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51
Evaluate
Evaluate   for the matrices   . for the matrices
Evaluate   for the matrices   .
.
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52
Evaluate
Evaluate   for the matrices   , where the inner product is defined by   . for the matrices
Evaluate   for the matrices   , where the inner product is defined by   .
, where the inner product is defined by
Evaluate   for the matrices   , where the inner product is defined by   .
.
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53
Evaluate
Evaluate   for the functions   and   where the inner product is defined by   . for the functions
Evaluate   for the functions   and   where the inner product is defined by   . and
Evaluate   for the functions   and   where the inner product is defined by   . where the inner product is defined by
Evaluate   for the functions   and   where the inner product is defined by   .
.
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54
Evaluate
Evaluate   for   , where the inner product is defined by   . for
Evaluate   for   , where the inner product is defined by   .
, where the inner product is defined by
Evaluate   for   , where the inner product is defined by   .
.
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55
In
In   , using the complex dot product, find a basis for   , where   .
, using the complex dot product, find a basis for
In   , using the complex dot product, find a basis for   , where   .
, where
In   , using the complex dot product, find a basis for   , where   .
.
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56
In a complex inner product space,
In a complex inner product space,   for all vectors u and   . for all vectors u and
In a complex inner product space,   for all vectors u and   .
.
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57
The dimension of the complex vector space
The dimension of the complex vector space   is n. is n.
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58
For vectors u, v in a complex inner product space, we have
For vectors u, v in a complex inner product space, we have   if and only if   . if and only if
For vectors u, v in a complex inner product space, we have   if and only if   .
.
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59
If
If   is an orthonormal set in a complex inner product space V, then the set   is also an orthonormal set in V. is an orthonormal set in a complex inner product space V, then the set
If   is an orthonormal set in a complex inner product space V, then the set   is also an orthonormal set in V. is also an orthonormal set in V.
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60
If
If   and   , we have   , where the inner product is defined by   . and
If   and   , we have   , where the inner product is defined by   .
, we have
If   and   , we have   , where the inner product is defined by   .
, where the inner product is defined by
If   and   , we have   , where the inner product is defined by   .
.
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61
Find
Find   for the matrix   . for the matrix
Find   for the matrix   .
.
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62
Find
Find   for the matrix   . for the matrix
Find   for the matrix   .
.
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63
Find
Find   for the matrix   . for the matrix
Find   for the matrix   .
.
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64
Determine if the given matrix A is Hermitian.
Determine if the given matrix A is Hermitian.
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65
Determine if the given matrix A is Hermitian.
Determine if the given matrix A is Hermitian.
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66
Determine if the given matrix A is normal.
Determine if the given matrix A is normal.
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67
Determine if the given matrix A is normal.
Determine if the given matrix A is normal.
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68
Verify that the given matrix A is unitary, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that
Verify that the given matrix A is unitary, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .   ​
.
Verify that the given matrix A is unitary, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .   ​
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69
Verify that the given matrix A is Hermitian, where a, b denote real numbers, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that
Verify that the given matrix A is Hermitian, where a, b denote real numbers, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .
.
Verify that the given matrix A is Hermitian, where a, b denote real numbers, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .
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70
Verify that the given matrix A is normal, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that
Verify that the given matrix A is normal, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .
.
Verify that the given matrix A is normal, then diagonalize A by finding a unitary matrix P and diagonal matrix D such that   .
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71
If A is a unitary matrix, and
If A is a unitary matrix, and   is an eigenvalue of A, then   . is an eigenvalue of A, then
If A is a unitary matrix, and   is an eigenvalue of A, then   .
.
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72
If A is an
If A is an   matrix with complex entries, then the matrix   is Hermitian. matrix with complex entries, then the matrix
If A is an   matrix with complex entries, then the matrix   is Hermitian. is Hermitian.
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73
If A and B are
If A and B are   matrices that are both normal, and   , then both   and AB are normal. matrices that are both normal, and
If A and B are   matrices that are both normal, and   , then both   and AB are normal.
, then both
If A and B are   matrices that are both normal, and   , then both   and AB are normal. and AB are normal.
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74
The formula
The formula   defines an inner product on the complex vector space   of all   complex matrices. defines an inner product on the complex vector space
The formula   defines an inner product on the complex vector space   of all   complex matrices. of all
The formula   defines an inner product on the complex vector space   of all   complex matrices. complex matrices.
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75
An
An   matrix A is Hermitian if and only if it is normal and all of its eigenvalues are real. matrix A is Hermitian if and only if it is normal and all of its eigenvalues are real.
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