Deck 9: Linear Transformations

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سؤال
Let Let   be a linear transformation satisfying   . Find  <div style=padding-top: 35px> be a linear transformation satisfying Let   be a linear transformation satisfying   . Find  <div style=padding-top: 35px> .
Find Let   be a linear transformation satisfying   . Find  <div style=padding-top: 35px>
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سؤال
Let Let   be a linear transformation satisfying   .Find   .<div style=padding-top: 35px> be a linear transformation satisfying Let   be a linear transformation satisfying   .Find   .<div style=padding-top: 35px> .Find Let   be a linear transformation satisfying   .Find   .<div style=padding-top: 35px> .
سؤال
Determine whether the function Determine whether the function   is a linear transformation, where   .<div style=padding-top: 35px> is a linear transformation, where Determine whether the function   is a linear transformation, where   .<div style=padding-top: 35px> .
سؤال
Determine whether the function Determine whether the function   is a linear transformation, where   .<div style=padding-top: 35px> is a linear transformation, where Determine whether the function   is a linear transformation, where   .<div style=padding-top: 35px> .
سؤال
Determine whether the function Determine whether the function   is a linear transformation, where   .<div style=padding-top: 35px> is a linear transformation, where Determine whether the function   is a linear transformation, where   .<div style=padding-top: 35px> .
سؤال
Determine the kernel and range of the linear transformation Determine the kernel and range of the linear transformation   given by   .<div style=padding-top: 35px> given by
Determine the kernel and range of the linear transformation   given by   .<div style=padding-top: 35px> .
سؤال
Determine if the linear transformation Determine if the linear transformation   is one-to-one and/or onto.  <div style=padding-top: 35px> is one-to-one and/or onto.
Determine if the linear transformation   is one-to-one and/or onto.  <div style=padding-top: 35px>
سؤال
Let Q be an Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​<div style=padding-top: 35px> invertible matrix, and let P be an Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​<div style=padding-top: 35px> invertible matrix. Determine whether the function Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​<div style=padding-top: 35px> is a linear transformation, where Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​<div style=padding-top: 35px> , and if so, determine if T is one-to-one and/or onto.​
سؤال
If S is a nonzero subspace of If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​<div style=padding-top: 35px> , determine whether the function If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​<div style=padding-top: 35px> is a linear transformation, where If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​<div style=padding-top: 35px> , and if so, determine If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​<div style=padding-top: 35px> .​
سؤال
If If   and   are linear transformations, then the composition   is a linear transformation.<div style=padding-top: 35px> and If   and   are linear transformations, then the composition   is a linear transformation.<div style=padding-top: 35px> are linear transformations, then the composition If   and   are linear transformations, then the composition   is a linear transformation.<div style=padding-top: 35px> is a linear transformation.
سؤال
Suppose B is an Suppose B is an   invertible matrix. The function   defined by   is a one-to-one and onto linear transformation.<div style=padding-top: 35px> invertible matrix. The function Suppose B is an   invertible matrix. The function   defined by   is a one-to-one and onto linear transformation.<div style=padding-top: 35px> defined by Suppose B is an   invertible matrix. The function   defined by   is a one-to-one and onto linear transformation.<div style=padding-top: 35px> is a one-to-one and onto linear transformation.
سؤال
The function The function   defined by   , where   and   are nonzero scalars, is a linear transformation.<div style=padding-top: 35px> defined by The function   defined by   , where   and   are nonzero scalars, is a linear transformation.<div style=padding-top: 35px> , where The function   defined by   , where   and   are nonzero scalars, is a linear transformation.<div style=padding-top: 35px> and The function   defined by   , where   and   are nonzero scalars, is a linear transformation.<div style=padding-top: 35px> are nonzero scalars, is a linear transformation.
سؤال
Suppose Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​<div style=padding-top: 35px> is a linear transformation and Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​<div style=padding-top: 35px> is a set of vectors in V. If Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​<div style=padding-top: 35px> is a linearly dependent set, then so is Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​<div style=padding-top: 35px> .​
سؤال
If If   is an onto linear transformation, then T is one-to-one.<div style=padding-top: 35px> is an onto linear transformation, then T is one-to-one.
سؤال
Suppose Suppose   is a linear transformation that is not one-to-one, and is not the trivial transformation, that is,   for some v in V. Then   .<div style=padding-top: 35px> is a linear transformation that is not one-to-one, and is not the trivial transformation, that is, Suppose   is a linear transformation that is not one-to-one, and is not the trivial transformation, that is,   for some v in V. Then   .<div style=padding-top: 35px> for some v in V. Then Suppose   is a linear transformation that is not one-to-one, and is not the trivial transformation, that is,   for some v in V. Then   .<div style=padding-top: 35px> .
سؤال
Suppose S is a proper subspace of Suppose S is a proper subspace of   . Can S be isomorphic to   ?<div style=padding-top: 35px> . Can S be isomorphic to Suppose S is a proper subspace of   . Can S be isomorphic to   ?<div style=padding-top: 35px> ?
سؤال
Suppose S is a proper subspace of Suppose S is a proper subspace of   . Can S be isomorphic to   ?<div style=padding-top: 35px> . Can S be isomorphic to Suppose S is a proper subspace of   . Can S be isomorphic to   ?<div style=padding-top: 35px> ?
سؤال
Determine if the linear transformation Determine if the linear transformation   is an isomorphism.  <div style=padding-top: 35px> is an isomorphism.
Determine if the linear transformation   is an isomorphism.  <div style=padding-top: 35px>
سؤال
Determine if the linear transformation Determine if the linear transformation   is an isomorphism.  <div style=padding-top: 35px> is an isomorphism.
Determine if the linear transformation   is an isomorphism.  <div style=padding-top: 35px>
سؤال
Find Find   for the isomorphism   , where   .<div style=padding-top: 35px> for the isomorphism Find   for the isomorphism   , where   .<div style=padding-top: 35px> , where Find   for the isomorphism   , where   .<div style=padding-top: 35px> .
سؤال
Suppose A and B are Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   .<div style=padding-top: 35px> invertible matrices. Find Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   .<div style=padding-top: 35px> for the isomorphism Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   .<div style=padding-top: 35px> , where Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   .<div style=padding-top: 35px> .
سؤال
Find Find   for the isomorphism   , where  <div style=padding-top: 35px> for the isomorphism Find   for the isomorphism   , where  <div style=padding-top: 35px> , where
Find   for the isomorphism   , where  <div style=padding-top: 35px>
سؤال
Suppose Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> are Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> orthogonal matrices, and let Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> be defined by Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> . Verify that Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> is a linear transformation, determine if Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> is an isomorphism, and if so, find Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .<div style=padding-top: 35px> .
سؤال
Let Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​<div style=padding-top: 35px> be defined by Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​<div style=padding-top: 35px> . Verify that Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​<div style=padding-top: 35px> is a linear transformation, determine if Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​<div style=padding-top: 35px> is an isomorphism, and if so, find Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​<div style=padding-top: 35px> .​
سؤال
Find Find   for the isomorphism   , where   , for   .​<div style=padding-top: 35px> for the isomorphism Find   for the isomorphism   , where   , for   .​<div style=padding-top: 35px> , where Find   for the isomorphism   , where   , for   .​<div style=padding-top: 35px> , for Find   for the isomorphism   , where   , for   .​<div style=padding-top: 35px> .​
سؤال
If If   and   are isomorphisms, then the composition   is an isomorphism.<div style=padding-top: 35px> and If   and   are isomorphisms, then the composition   is an isomorphism.<div style=padding-top: 35px> are isomorphisms, then the composition If   and   are isomorphisms, then the composition   is an isomorphism.<div style=padding-top: 35px> is an isomorphism.
سؤال
If If   and   are isomorphic subspaces of a vector space V then   .<div style=padding-top: 35px> and If   and   are isomorphic subspaces of a vector space V then   .<div style=padding-top: 35px> are isomorphic subspaces of a vector space V then If   and   are isomorphic subspaces of a vector space V then   .<div style=padding-top: 35px> .
سؤال
R is isomorphic to the subspace S of R is isomorphic to the subspace S of   defined by   .<div style=padding-top: 35px> defined by R is isomorphic to the subspace S of   defined by   .<div style=padding-top: 35px> .
سؤال
The subspace S of The subspace S of   of all sequences that are eventually zero is isomorphic to   .<div style=padding-top: 35px> of all sequences that are eventually zero is isomorphic to The subspace S of   of all sequences that are eventually zero is isomorphic to   .<div style=padding-top: 35px> .
سؤال
The vector spaces The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  <div style=padding-top: 35px> and The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  <div style=padding-top: 35px> are isomorphic. (Recall that The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  <div style=padding-top: 35px> denotes the vector space of all linear transformations from The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  <div style=padding-top: 35px> into The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  <div style=padding-top: 35px>
سؤال
Find v given the coordinate vector Find v given the coordinate vector   with respect to the basis G.  <div style=padding-top: 35px> with respect to the basis G.
Find v given the coordinate vector   with respect to the basis G.  <div style=padding-top: 35px>
سؤال
Find v given the coordinate vector Find v given the coordinate vector   with respect to the basis G.  <div style=padding-top: 35px> with respect to the basis G.
Find v given the coordinate vector   with respect to the basis G.  <div style=padding-top: 35px>
سؤال
Find the coordinate vector of v with respect to the basis G. Find the coordinate vector of v with respect to the basis G.  <div style=padding-top: 35px>
سؤال
Find the coordinate vector of v with respect to the basis G. Find the coordinate vector of v with respect to the basis G.  <div style=padding-top: 35px>
سؤال
Suppose A is the matrix of the linear transformation Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px> with respect to bases G and Q, respectively. Find Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px> for the given Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px> .
Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px>
سؤال
Suppose A is the matrix of the linear transformation Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px> with respect to bases G and Q, respectively. Find Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px> for the given Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px> .
Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  <div style=padding-top: 35px>
سؤال
Find the matrix A of the linear transformation Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.  <div style=padding-top: 35px> with respect to bases G and Q, respectively.
Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.  <div style=padding-top: 35px>
سؤال
Find the matrix A of the linear transformation Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.  <div style=padding-top: 35px> with respect to bases G and Q, respectively.
Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.  <div style=padding-top: 35px>
سؤال
Let Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​<div style=padding-top: 35px> . Find the matrix A of the linear transformation Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​<div style=padding-top: 35px> with respect to bases G and Q, respectively.
Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​<div style=padding-top: 35px> , Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​<div style=padding-top: 35px>
سؤال
Suppose that Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​<div style=padding-top: 35px> has matrix Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​<div style=padding-top: 35px> with respect to the basis Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​<div style=padding-top: 35px> for the domain and Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​<div style=padding-top: 35px> for the codomain. Use the inverse of Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​<div style=padding-top: 35px> to find Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​<div style=padding-top: 35px> .​
سؤال
If If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> has matrix If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> with respect to bases If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> for the domain and If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> for the codomain, then the matrix of T with respect to the bases If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> and If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> is If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​<div style=padding-top: 35px> .​
سؤال
If V is a finite-dimensional vector space, then the matrix A of a linear transformation If V is a finite-dimensional vector space, then the matrix A of a linear transformation   is invertible if and only if T is one-to-one.<div style=padding-top: 35px> is invertible if and only if T is one-to-one.
سؤال
Suppose V and W are finite dimensional vector spaces, and Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> and Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> are linear transformations such that Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> for every v in V and Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> for every w in W. If the matrices Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> , Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> represent Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> , Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> respectively (with respect to the same bases for V and W), then Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   .<div style=padding-top: 35px> .
سؤال
If If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​<div style=padding-top: 35px> is a linear transformation, with V a vector space having basis If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​<div style=padding-top: 35px> , and if If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​<div style=padding-top: 35px> for all i, where If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​<div style=padding-top: 35px> is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​
سؤال
Let V be a vector space with basis Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​<div style=padding-top: 35px> , and let Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​<div style=padding-top: 35px> be the linear transformation Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​<div style=padding-top: 35px> . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​<div style=padding-top: 35px> identity matrix.​
سؤال
Find the change of basis matrix from G to H.
Find the change of basis matrix from G to H.  <div style=padding-top: 35px>
سؤال
Find the change of basis matrix from G to H.
Find the change of basis matrix from G to H.  <div style=padding-top: 35px>
سؤال
Suppose B is the matrix of Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.  <div style=padding-top: 35px> with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G. Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.  <div style=padding-top: 35px>
سؤال
Suppose B is the matrix of Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.   ​<div style=padding-top: 35px> with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G. Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.   ​<div style=padding-top: 35px>
سؤال
Suppose B is the matrix of Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.  <div style=padding-top: 35px> with respect to the basis H. Find the matrix A of T with respect to the basis G. Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.  <div style=padding-top: 35px>
سؤال
Suppose B is the matrix of Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.  <div style=padding-top: 35px> with respect to the basis H. Find the matrix A of T with respect to the basis G. Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.  <div style=padding-top: 35px>
سؤال
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.  <div style=padding-top: 35px>
سؤال
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.   ,  <div style=padding-top: 35px> , Determine if A and B are similar matrices.   ,  <div style=padding-top: 35px>
سؤال
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.   ,  <div style=padding-top: 35px> ,
Determine if A and B are similar matrices.   ,  <div style=padding-top: 35px>
سؤال
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.   ,  <div style=padding-top: 35px> ,
Determine if A and B are similar matrices.   ,  <div style=padding-top: 35px>
سؤال
If A and B are similar matrices and B and C are similar matrices, then A and C are similar matrices.
سؤال
Every change of basis matrix is invertible.
سؤال
If S is a change of basis matrix from basis G to basis H, then If S is a change of basis matrix from basis G to basis H, then   is a change of basis matrix from H to<div style=padding-top: 35px> is a change of basis matrix from H to
سؤال
If A is an If A is an   matrix, then   is similar to an   diagonal matrix.<div style=padding-top: 35px> matrix, then If A is an   matrix, then   is similar to an   diagonal matrix.<div style=padding-top: 35px> is similar to an If A is an   matrix, then   is similar to an   diagonal matrix.<div style=padding-top: 35px> diagonal matrix.
سؤال
If A, B, C, and D are If A, B, C, and D are   matrices such that A is similar to B and C is similar to D, then AC is similar to BD.<div style=padding-top: 35px> matrices such that A is similar to B and C is similar to D, then AC is similar to BD.
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Deck 9: Linear Transformations
1
Let Let   be a linear transformation satisfying   . Find  be a linear transformation satisfying Let   be a linear transformation satisfying   . Find  .
Find Let   be a linear transformation satisfying   . Find
2
Let Let   be a linear transformation satisfying   .Find   . be a linear transformation satisfying Let   be a linear transformation satisfying   .Find   . .Find Let   be a linear transformation satisfying   .Find   . .
3
Determine whether the function Determine whether the function   is a linear transformation, where   . is a linear transformation, where Determine whether the function   is a linear transformation, where   . .
T is a linear transformation.
4
Determine whether the function Determine whether the function   is a linear transformation, where   . is a linear transformation, where Determine whether the function   is a linear transformation, where   . .
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5
Determine whether the function Determine whether the function   is a linear transformation, where   . is a linear transformation, where Determine whether the function   is a linear transformation, where   . .
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6
Determine the kernel and range of the linear transformation Determine the kernel and range of the linear transformation   given by   . given by
Determine the kernel and range of the linear transformation   given by   . .
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7
Determine if the linear transformation Determine if the linear transformation   is one-to-one and/or onto.  is one-to-one and/or onto.
Determine if the linear transformation   is one-to-one and/or onto.
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8
Let Q be an Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​ invertible matrix, and let P be an Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​ invertible matrix. Determine whether the function Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​ is a linear transformation, where Let Q be an   invertible matrix, and let P be an   invertible matrix. Determine whether the function   is a linear transformation, where   , and if so, determine if T is one-to-one and/or onto.​ , and if so, determine if T is one-to-one and/or onto.​
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9
If S is a nonzero subspace of If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​ , determine whether the function If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​ is a linear transformation, where If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​ , and if so, determine If S is a nonzero subspace of   , determine whether the function   is a linear transformation, where   , and if so, determine   .​ .​
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10
If If   and   are linear transformations, then the composition   is a linear transformation. and If   and   are linear transformations, then the composition   is a linear transformation. are linear transformations, then the composition If   and   are linear transformations, then the composition   is a linear transformation. is a linear transformation.
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11
Suppose B is an Suppose B is an   invertible matrix. The function   defined by   is a one-to-one and onto linear transformation. invertible matrix. The function Suppose B is an   invertible matrix. The function   defined by   is a one-to-one and onto linear transformation. defined by Suppose B is an   invertible matrix. The function   defined by   is a one-to-one and onto linear transformation. is a one-to-one and onto linear transformation.
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12
The function The function   defined by   , where   and   are nonzero scalars, is a linear transformation. defined by The function   defined by   , where   and   are nonzero scalars, is a linear transformation. , where The function   defined by   , where   and   are nonzero scalars, is a linear transformation. and The function   defined by   , where   and   are nonzero scalars, is a linear transformation. are nonzero scalars, is a linear transformation.
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13
Suppose Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​ is a linear transformation and Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​ is a set of vectors in V. If Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​ is a linearly dependent set, then so is Suppose   is a linear transformation and   is a set of vectors in V. If   is a linearly dependent set, then so is   .​ .​
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14
If If   is an onto linear transformation, then T is one-to-one. is an onto linear transformation, then T is one-to-one.
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15
Suppose Suppose   is a linear transformation that is not one-to-one, and is not the trivial transformation, that is,   for some v in V. Then   . is a linear transformation that is not one-to-one, and is not the trivial transformation, that is, Suppose   is a linear transformation that is not one-to-one, and is not the trivial transformation, that is,   for some v in V. Then   . for some v in V. Then Suppose   is a linear transformation that is not one-to-one, and is not the trivial transformation, that is,   for some v in V. Then   . .
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16
Suppose S is a proper subspace of Suppose S is a proper subspace of   . Can S be isomorphic to   ? . Can S be isomorphic to Suppose S is a proper subspace of   . Can S be isomorphic to   ? ?
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17
Suppose S is a proper subspace of Suppose S is a proper subspace of   . Can S be isomorphic to   ? . Can S be isomorphic to Suppose S is a proper subspace of   . Can S be isomorphic to   ? ?
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18
Determine if the linear transformation Determine if the linear transformation   is an isomorphism.  is an isomorphism.
Determine if the linear transformation   is an isomorphism.
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19
Determine if the linear transformation Determine if the linear transformation   is an isomorphism.  is an isomorphism.
Determine if the linear transformation   is an isomorphism.
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20
Find Find   for the isomorphism   , where   . for the isomorphism Find   for the isomorphism   , where   . , where Find   for the isomorphism   , where   . .
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21
Suppose A and B are Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   . invertible matrices. Find Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   . for the isomorphism Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   . , where Suppose A and B are   invertible matrices. Find   for the isomorphism   , where   . .
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22
Find Find   for the isomorphism   , where  for the isomorphism Find   for the isomorphism   , where  , where
Find   for the isomorphism   , where
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23
Suppose Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . are Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . orthogonal matrices, and let Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . be defined by Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . . Verify that Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . is a linear transformation, determine if Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . is an isomorphism, and if so, find Suppose   are   orthogonal matrices, and let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   . .
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24
Let Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​ be defined by Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​ . Verify that Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​ is a linear transformation, determine if Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​ is an isomorphism, and if so, find Let   be defined by   . Verify that   is a linear transformation, determine if   is an isomorphism, and if so, find   .​ .​
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25
Find Find   for the isomorphism   , where   , for   .​ for the isomorphism Find   for the isomorphism   , where   , for   .​ , where Find   for the isomorphism   , where   , for   .​ , for Find   for the isomorphism   , where   , for   .​ .​
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26
If If   and   are isomorphisms, then the composition   is an isomorphism. and If   and   are isomorphisms, then the composition   is an isomorphism. are isomorphisms, then the composition If   and   are isomorphisms, then the composition   is an isomorphism. is an isomorphism.
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27
If If   and   are isomorphic subspaces of a vector space V then   . and If   and   are isomorphic subspaces of a vector space V then   . are isomorphic subspaces of a vector space V then If   and   are isomorphic subspaces of a vector space V then   . .
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28
R is isomorphic to the subspace S of R is isomorphic to the subspace S of   defined by   . defined by R is isomorphic to the subspace S of   defined by   . .
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29
The subspace S of The subspace S of   of all sequences that are eventually zero is isomorphic to   . of all sequences that are eventually zero is isomorphic to The subspace S of   of all sequences that are eventually zero is isomorphic to   . .
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30
The vector spaces The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  and The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  are isomorphic. (Recall that The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  denotes the vector space of all linear transformations from The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into  into The vector spaces   and   are isomorphic. (Recall that   denotes the vector space of all linear transformations from   into
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31
Find v given the coordinate vector Find v given the coordinate vector   with respect to the basis G.  with respect to the basis G.
Find v given the coordinate vector   with respect to the basis G.
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32
Find v given the coordinate vector Find v given the coordinate vector   with respect to the basis G.  with respect to the basis G.
Find v given the coordinate vector   with respect to the basis G.
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33
Find the coordinate vector of v with respect to the basis G. Find the coordinate vector of v with respect to the basis G.
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34
Find the coordinate vector of v with respect to the basis G. Find the coordinate vector of v with respect to the basis G.
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35
Suppose A is the matrix of the linear transformation Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  with respect to bases G and Q, respectively. Find Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  for the given Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  .
Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .
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36
Suppose A is the matrix of the linear transformation Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  with respect to bases G and Q, respectively. Find Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  for the given Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .  .
Suppose A is the matrix of the linear transformation   with respect to bases G and Q, respectively. Find   for the given   .
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37
Find the matrix A of the linear transformation Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.  with respect to bases G and Q, respectively.
Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.
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38
Find the matrix A of the linear transformation Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.  with respect to bases G and Q, respectively.
Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.
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39
Let Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​ . Find the matrix A of the linear transformation Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​ with respect to bases G and Q, respectively.
Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​ , Let   . Find the matrix A of the linear transformation   with respect to bases G and Q, respectively.   ,   ​
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40
Suppose that Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​ has matrix Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​ with respect to the basis Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​ for the domain and Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​ for the codomain. Use the inverse of Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​ to find Suppose that   has matrix   with respect to the basis   for the domain and   for the codomain. Use the inverse of   to find   .​ .​
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41
If If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ has matrix If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ with respect to bases If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ for the domain and If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ for the codomain, then the matrix of T with respect to the bases If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ and If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ is If   has matrix   with respect to bases   for the domain and   for the codomain, then the matrix of T with respect to the bases   and   is   .​ .​
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42
If V is a finite-dimensional vector space, then the matrix A of a linear transformation If V is a finite-dimensional vector space, then the matrix A of a linear transformation   is invertible if and only if T is one-to-one. is invertible if and only if T is one-to-one.
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43
Suppose V and W are finite dimensional vector spaces, and Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . and Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . are linear transformations such that Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . for every v in V and Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . for every w in W. If the matrices Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . , Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . represent Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . , Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . respectively (with respect to the same bases for V and W), then Suppose V and W are finite dimensional vector spaces, and   and   are linear transformations such that   for every v in V and   for every w in W. If the matrices   ,   represent   ,   respectively (with respect to the same bases for V and W), then   . .
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44
If If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​ is a linear transformation, with V a vector space having basis If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​ , and if If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​ for all i, where If   is a linear transformation, with V a vector space having basis   , and if   for all i, where   is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​ is a scalar, then the matrix of T is diagonal, where G is the basis used for both the domain and codomain.​
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45
Let V be a vector space with basis Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​ , and let Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​ be the linear transformation Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​ . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the Let V be a vector space with basis   , and let   be the linear transformation   . Then T is an isomorphism, and the matrix of T with respect to G and the standard basis is the   identity matrix.​ identity matrix.​
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46
Find the change of basis matrix from G to H.
Find the change of basis matrix from G to H.
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47
Find the change of basis matrix from G to H.
Find the change of basis matrix from G to H.
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48
Suppose B is the matrix of Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.  with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G. Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.
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49
Suppose B is the matrix of Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.   ​ with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G. Suppose B is the matrix of   with respect to a basis H, and S is the change of basis matrix from a basis G to H. Find the matrix A of T with respect to G.   ​
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50
Suppose B is the matrix of Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.  with respect to the basis H. Find the matrix A of T with respect to the basis G. Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.
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51
Suppose B is the matrix of Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.  with respect to the basis H. Find the matrix A of T with respect to the basis G. Suppose B is the matrix of   with respect to the basis H. Find the matrix A of T with respect to the basis G.
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52
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.
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53
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.   ,  , Determine if A and B are similar matrices.   ,
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54
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.   ,  ,
Determine if A and B are similar matrices.   ,
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55
Determine if A and B are similar matrices.
Determine if A and B are similar matrices.   ,  ,
Determine if A and B are similar matrices.   ,
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56
If A and B are similar matrices and B and C are similar matrices, then A and C are similar matrices.
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57
Every change of basis matrix is invertible.
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58
If S is a change of basis matrix from basis G to basis H, then If S is a change of basis matrix from basis G to basis H, then   is a change of basis matrix from H to is a change of basis matrix from H to
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59
If A is an If A is an   matrix, then   is similar to an   diagonal matrix. matrix, then If A is an   matrix, then   is similar to an   diagonal matrix. is similar to an If A is an   matrix, then   is similar to an   diagonal matrix. diagonal matrix.
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60
If A, B, C, and D are If A, B, C, and D are   matrices such that A is similar to B and C is similar to D, then AC is similar to BD. matrices such that A is similar to B and C is similar to D, then AC is similar to BD.
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