Deck 3: Matrices

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Question
Let
Let   and find   and   where  <div style=padding-top: 35px> and find
Let   and find   and   where  <div style=padding-top: 35px> and
Let   and find   and   where  <div style=padding-top: 35px> where
Let   and find   and   where  <div style=padding-top: 35px>
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Question
Let
Let   , and find   and   where  <div style=padding-top: 35px>
, and find
Let   , and find   and   where  <div style=padding-top: 35px> and
Let   , and find   and   where  <div style=padding-top: 35px> where
Let   , and find   and   where  <div style=padding-top: 35px>
Question
Determine if the given vector is in the range of
Determine if the given vector is in the range of   where  <div style=padding-top: 35px> where
Determine if the given vector is in the range of   where  <div style=padding-top: 35px>
Question
Determine if the given vector is in the range of
Determine if the given vector is in the range of   where  <div style=padding-top: 35px> where
Determine if the given vector is in the range of   where  <div style=padding-top: 35px>
Question
Find
Find   , given that  <div style=padding-top: 35px>
, given that
Find   , given that  <div style=padding-top: 35px>
Question
Identify the matrix
Identify the matrix   such that   where  <div style=padding-top: 35px> such that
Identify the matrix   such that   where  <div style=padding-top: 35px> where
Identify the matrix   such that   where  <div style=padding-top: 35px>
Question
Determine whether
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> is one-to-one, and whether
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> is onto, where
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> and
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px>
Question
Determine whether
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> is one-to-one, and whether
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> is onto, where
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> and
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px>
Question
Determine whether
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> is one-to-one, and whether
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> is onto, where
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px> and
Determine whether   is one-to-one, and whether   is onto, where   and  <div style=padding-top: 35px>
Question
Suppose that
Suppose that   for   . Sketch a graph of the image under   of the unit square in the first quadrant of R<sup>2</sup>.<div style=padding-top: 35px> for
Suppose that   for   . Sketch a graph of the image under   of the unit square in the first quadrant of R<sup>2</sup>.<div style=padding-top: 35px>
. Sketch a graph of the image under
Suppose that   for   . Sketch a graph of the image under   of the unit square in the first quadrant of R<sup>2</sup>.<div style=padding-top: 35px> of the unit square in the first quadrant of R2.
Question
If
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px> is a linear transformation, then
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px> for all vectors
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px> and
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px>
.
Question
If
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px> is a linear transformation, then
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px> for all vectors
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px> and
If   is a linear transformation, then   for all vectors   and   .<div style=padding-top: 35px>
.
Question
If
If   is a one-to-one linear transformation from R<sup>2</sup> to R<sup>2</sup>, then the image of the unit square under   is a parallelogram with positive area.<div style=padding-top: 35px> is a one-to-one linear transformation from R2 to R2, then the image of the unit square under
If   is a one-to-one linear transformation from R<sup>2</sup> to R<sup>2</sup>, then the image of the unit square under   is a parallelogram with positive area.<div style=padding-top: 35px> is a parallelogram with positive area.
Question
If
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .<div style=padding-top: 35px> for a matrix
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .<div style=padding-top: 35px>
, and
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .<div style=padding-top: 35px> is a one-to-one linear transformation, then the number of columns of
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .<div style=padding-top: 35px> is less than or equal to the number of rows of
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .<div style=padding-top: 35px>
.
Question
If
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .<div style=padding-top: 35px> for a matrix
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .<div style=padding-top: 35px>
, and
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .<div style=padding-top: 35px> is an onto linear transformation, then the number of columns of
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .<div style=padding-top: 35px> is greater than or equal to the number of rows of
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .<div style=padding-top: 35px>
.
Question
Evaluate AB, where
Evaluate AB, where  <div style=padding-top: 35px>
Question
Evaluate AB-BA, where
Evaluate AB-BA, where  <div style=padding-top: 35px>
Question
Evaluate 3AB, where
Evaluate 3AB, where  <div style=padding-top: 35px>
Question
Evaluate AAT-ATA, where
Evaluate AA<sup>T</sup>-A<sup>T</sup>A, where  <div style=padding-top: 35px>
Question
Evaluate
Evaluate   where   is a positive integer, and  <div style=padding-top: 35px> where
Evaluate   where   is a positive integer, and  <div style=padding-top: 35px> is a positive integer, and
Evaluate   where   is a positive integer, and  <div style=padding-top: 35px>
Question
Solve for the scalars a, b, c in the following equation:
Solve for the scalars a, b, c in the following equation:  <div style=padding-top: 35px>
Question
Let
Let   and   be the linear transformations given by   Find the matrix   such that   .<div style=padding-top: 35px> and
Let   and   be the linear transformations given by   Find the matrix   such that   .<div style=padding-top: 35px> be the linear transformations given by
Let   and   be the linear transformations given by   Find the matrix   such that   .<div style=padding-top: 35px>
Find the matrix
Let   and   be the linear transformations given by   Find the matrix   such that   .<div style=padding-top: 35px> such that
Let   and   be the linear transformations given by   Find the matrix   such that   .<div style=padding-top: 35px>
.
Question
Let
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px> and
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px> be the linear transformations given by
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px>
Find the matrix
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px> such that
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px>
, and the matrix
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px> such that
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .<div style=padding-top: 35px>
.
Question
Suppose
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px> is a
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px> matrix, and
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px> is a
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px> matrix, and the product AB is defined and is a
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px> matrix. Determine
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px>
,
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px>
, and
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .<div style=padding-top: 35px>
.
Question
Determine AB using block multiplication, where
Determine AB using block multiplication, where  <div style=padding-top: 35px>
Question
If
If   is any square matrix, then the matrix   is symmetric.<div style=padding-top: 35px> is any square matrix, then the matrix
If   is any square matrix, then the matrix   is symmetric.<div style=padding-top: 35px> is symmetric.
Question
If
If   is any square matrix, then the matrix   is symmetric.<div style=padding-top: 35px> is any square matrix, then the matrix
If   is any square matrix, then the matrix   is symmetric.<div style=padding-top: 35px> is symmetric.
Question
If
If   and   are   symmetric matrices, then AB is an   symmetric matrix.<div style=padding-top: 35px> and
If   and   are   symmetric matrices, then AB is an   symmetric matrix.<div style=padding-top: 35px> are
If   and   are   symmetric matrices, then AB is an   symmetric matrix.<div style=padding-top: 35px> symmetric matrices, then AB is an
If   and   are   symmetric matrices, then AB is an   symmetric matrix.<div style=padding-top: 35px> symmetric matrix.
Question
If
If   and   are   symmetric matrices, then   is an   symmetric matrix.<div style=padding-top: 35px> and
If   and   are   symmetric matrices, then   is an   symmetric matrix.<div style=padding-top: 35px> are
If   and   are   symmetric matrices, then   is an   symmetric matrix.<div style=padding-top: 35px> symmetric matrices, then
If   and   are   symmetric matrices, then   is an   symmetric matrix.<div style=padding-top: 35px> is an
If   and   are   symmetric matrices, then   is an   symmetric matrix.<div style=padding-top: 35px> symmetric matrix.
Question
If
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix.<div style=padding-top: 35px> is an
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix.<div style=padding-top: 35px> upper triangular matrix, and
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix.<div style=padding-top: 35px> is an
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix.<div style=padding-top: 35px> lower triangular matrix, then ABT is an
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix.<div style=padding-top: 35px> upper triangular matrix.
Question
If
If   is any matrix, then the matrices   and AA<sup>T</sup> are both symmetric.<div style=padding-top: 35px> is any matrix, then the matrices
If   is any matrix, then the matrices   and AA<sup>T</sup> are both symmetric.<div style=padding-top: 35px> and AAT are both symmetric.
Question
Use the quick formula to determine the inverse of
Use the quick formula to determine the inverse of  <div style=padding-top: 35px>
Question
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of  <div style=padding-top: 35px>
Question
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of  <div style=padding-top: 35px>
Question
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of  <div style=padding-top: 35px>
Question
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of  <div style=padding-top: 35px>
Question
Use the matrix
Use the matrix   to find the solutions to the linear system  <div style=padding-top: 35px> to find the solutions to the linear system
Use the matrix   to find the solutions to the linear system  <div style=padding-top: 35px>
Question
Use the matrix
Use the matrix   to find the solutions to the linear system  <div style=padding-top: 35px> to find the solutions to the linear system
Use the matrix   to find the solutions to the linear system  <div style=padding-top: 35px>
Question
Determine if the given linear transformation
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px> is invertible, and if so, find
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px>
.
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px>
Question
Determine if the given linear transformation
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px> is invertible, and if so, find
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px>
.
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px>
Question
Determine if the given linear transformation
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px> is invertible, and if so, find
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px>
.
Determine if the given linear transformation   is invertible, and if so, find   .  <div style=padding-top: 35px>
Question
If
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible.<div style=padding-top: 35px> is a square matrix such that
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible.<div style=padding-top: 35px> has a solution for some particular vector
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible.<div style=padding-top: 35px>
, then
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible.<div style=padding-top: 35px> is invertible.
Question
If
If   and   are   invertible matrices, then so is  <div style=padding-top: 35px> and
If   and   are   invertible matrices, then so is  <div style=padding-top: 35px> are
If   and   are   invertible matrices, then so is  <div style=padding-top: 35px> invertible matrices, then so is
If   and   are   invertible matrices, then so is  <div style=padding-top: 35px>
Question
If
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with  <div style=padding-top: 35px> is a square invertible matrix, then
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with  <div style=padding-top: 35px> is an invertible matrix for every positive integer
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with  <div style=padding-top: 35px>
, with
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with  <div style=padding-top: 35px>
Question
If
If   is a square invertible matrix, and   then  <div style=padding-top: 35px> is a square invertible matrix, and
If   is a square invertible matrix, and   then  <div style=padding-top: 35px> then
If   is a square invertible matrix, and   then  <div style=padding-top: 35px>
Question
If
If   and   are   matrices, and   and   are both not invertible, then   is not invertible.<div style=padding-top: 35px> and
If   and   are   matrices, and   and   are both not invertible, then   is not invertible.<div style=padding-top: 35px> are
If   and   are   matrices, and   and   are both not invertible, then   is not invertible.<div style=padding-top: 35px> matrices, and
If   and   are   matrices, and   and   are both not invertible, then   is not invertible.<div style=padding-top: 35px> and
If   and   are   matrices, and   and   are both not invertible, then   is not invertible.<div style=padding-top: 35px> are both not invertible, then
If   and   are   matrices, and   and   are both not invertible, then   is not invertible.<div style=padding-top: 35px> is not invertible.
Question
Use the given LU factorization to solve
Use the given LU factorization to solve   where  <div style=padding-top: 35px> where
Use the given LU factorization to solve   where  <div style=padding-top: 35px>
Question
Use the given LU factorization to solve
Use the given LU factorization to solve   where  <div style=padding-top: 35px> where
Use the given LU factorization to solve   where  <div style=padding-top: 35px>
Question
Find an LU factorization of
Find an LU factorization of  <div style=padding-top: 35px>
Question
Find an LU factorization of
Find an LU factorization of  <div style=padding-top: 35px>
Question
Find an LU factorization of
Find an LU factorization of  <div style=padding-top: 35px>
Question
Find an LU factorization of
Find an LU factorization of  <div style=padding-top: 35px>
Question
Find an LDU factorization of
Find an LDU factorization of  <div style=padding-top: 35px>
Question
Find an LDU factorization of
Find an LDU factorization of  <div style=padding-top: 35px>
Question
Determine
Determine   by evaluating   from the LDU factorization  <div style=padding-top: 35px> by evaluating
Determine   by evaluating   from the LDU factorization  <div style=padding-top: 35px> from the LDU factorization
Determine   by evaluating   from the LDU factorization  <div style=padding-top: 35px>
Question
Every matrix
Every matrix   has an LU factorization.<div style=padding-top: 35px> has an LU factorization.
Question
If
If   is a square invertible matrix which has an LU factorization, then the factorization is unique.<div style=padding-top: 35px> is a square invertible matrix which has an LU factorization, then the factorization is unique.
Question
Every matrix
Every matrix   has an LDU factorization.<div style=padding-top: 35px> has an LDU factorization.
Question
If
If   is a square matrix which has an LU factorization, then   is invertible.<div style=padding-top: 35px> is a square matrix which has an LU factorization, then
If   is a square matrix which has an LU factorization, then   is invertible.<div style=padding-top: 35px> is invertible.
Question
Every elementary matrix has an LU factorization.
Question
If both A and B are
If both A and B are   matrices such that their product AB has an LU factorization, then both A and B have LU factorizations.<div style=padding-top: 35px> matrices such that their product AB has an LU factorization, then both A and B have LU factorizations.
Question
Determine if the matrix is a stochastic matrix.
Determine if the matrix is a stochastic matrix.  <div style=padding-top: 35px>
Question
Determine if the matrix is a stochastic matrix.
Determine if the matrix is a stochastic matrix.  <div style=padding-top: 35px>
Question
Find the state vector
Find the state vector   for the given stochastic matrix and initial state vector.  <div style=padding-top: 35px> for the given stochastic matrix and initial state vector.
Find the state vector   for the given stochastic matrix and initial state vector.  <div style=padding-top: 35px>
Question
Find the state vector
Find the state vector   for the given stochastic matrix and initial state vector.  <div style=padding-top: 35px> for the given stochastic matrix and initial state vector.
Find the state vector   for the given stochastic matrix and initial state vector.  <div style=padding-top: 35px>
Question
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.  <div style=padding-top: 35px>
Question
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.  <div style=padding-top: 35px>
Question
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.  <div style=padding-top: 35px>
Question
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.  <div style=padding-top: 35px>
Question
Determine if the given matrix is regular.
Determine if the given matrix is regular.  <div style=padding-top: 35px>
Question
Determine if the given matrix is regular.
Determine if the given matrix is regular.  <div style=padding-top: 35px>
Question
If
If   and   are   stochastic matrices, then   is a stochastic matrix.<div style=padding-top: 35px> and
If   and   are   stochastic matrices, then   is a stochastic matrix.<div style=padding-top: 35px> are
If   and   are   stochastic matrices, then   is a stochastic matrix.<div style=padding-top: 35px> stochastic matrices, then
If   and   are   stochastic matrices, then   is a stochastic matrix.<div style=padding-top: 35px> is a stochastic matrix.
Question
A matrix
A matrix   is doubly stochastic if and only if   is doubly stochastic.<div style=padding-top: 35px> is doubly stochastic if and only if
A matrix   is doubly stochastic if and only if   is doubly stochastic.<div style=padding-top: 35px> is doubly stochastic.
Question
The
The   identity matrix   is a regular stochastic matrix.<div style=padding-top: 35px> identity matrix
The   identity matrix   is a regular stochastic matrix.<div style=padding-top: 35px> is a regular stochastic matrix.
Question
If
If   and   are   doubly stochastic matrices, then AB is a doubly stochastic matrix.<div style=padding-top: 35px> and
If   and   are   doubly stochastic matrices, then AB is a doubly stochastic matrix.<div style=padding-top: 35px> are
If   and   are   doubly stochastic matrices, then AB is a doubly stochastic matrix.<div style=padding-top: 35px> doubly stochastic matrices, then AB is a doubly stochastic matrix.
Question
If
If   and   are   regular stochastic matrices, then AB is a regular stochastic matrix.<div style=padding-top: 35px> and
If   and   are   regular stochastic matrices, then AB is a regular stochastic matrix.<div style=padding-top: 35px> are
If   and   are   regular stochastic matrices, then AB is a regular stochastic matrix.<div style=padding-top: 35px> regular stochastic matrices, then AB is a regular stochastic matrix.
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Deck 3: Matrices
1
Let
Let   and find   and   where  and find
Let   and find   and   where  and
Let   and find   and   where  where
Let   and find   and   where


2
Let
Let   , and find   and   where
, and find
Let   , and find   and   where  and
Let   , and find   and   where  where
Let   , and find   and   where


3
Determine if the given vector is in the range of
Determine if the given vector is in the range of   where  where
Determine if the given vector is in the range of   where
Yes,
Yes,   is in the range of T.
is in the range of T.
4
Determine if the given vector is in the range of
Determine if the given vector is in the range of   where  where
Determine if the given vector is in the range of   where
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5
Find
Find   , given that
, given that
Find   , given that
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6
Identify the matrix
Identify the matrix   such that   where  such that
Identify the matrix   such that   where  where
Identify the matrix   such that   where
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7
Determine whether
Determine whether   is one-to-one, and whether   is onto, where   and  is one-to-one, and whether
Determine whether   is one-to-one, and whether   is onto, where   and  is onto, where
Determine whether   is one-to-one, and whether   is onto, where   and  and
Determine whether   is one-to-one, and whether   is onto, where   and
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8
Determine whether
Determine whether   is one-to-one, and whether   is onto, where   and  is one-to-one, and whether
Determine whether   is one-to-one, and whether   is onto, where   and  is onto, where
Determine whether   is one-to-one, and whether   is onto, where   and  and
Determine whether   is one-to-one, and whether   is onto, where   and
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9
Determine whether
Determine whether   is one-to-one, and whether   is onto, where   and  is one-to-one, and whether
Determine whether   is one-to-one, and whether   is onto, where   and  is onto, where
Determine whether   is one-to-one, and whether   is onto, where   and  and
Determine whether   is one-to-one, and whether   is onto, where   and
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10
Suppose that
Suppose that   for   . Sketch a graph of the image under   of the unit square in the first quadrant of R<sup>2</sup>. for
Suppose that   for   . Sketch a graph of the image under   of the unit square in the first quadrant of R<sup>2</sup>.
. Sketch a graph of the image under
Suppose that   for   . Sketch a graph of the image under   of the unit square in the first quadrant of R<sup>2</sup>. of the unit square in the first quadrant of R2.
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11
If
If   is a linear transformation, then   for all vectors   and   . is a linear transformation, then
If   is a linear transformation, then   for all vectors   and   . for all vectors
If   is a linear transformation, then   for all vectors   and   . and
If   is a linear transformation, then   for all vectors   and   .
.
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12
If
If   is a linear transformation, then   for all vectors   and   . is a linear transformation, then
If   is a linear transformation, then   for all vectors   and   . for all vectors
If   is a linear transformation, then   for all vectors   and   . and
If   is a linear transformation, then   for all vectors   and   .
.
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13
If
If   is a one-to-one linear transformation from R<sup>2</sup> to R<sup>2</sup>, then the image of the unit square under   is a parallelogram with positive area. is a one-to-one linear transformation from R2 to R2, then the image of the unit square under
If   is a one-to-one linear transformation from R<sup>2</sup> to R<sup>2</sup>, then the image of the unit square under   is a parallelogram with positive area. is a parallelogram with positive area.
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14
If
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   . for a matrix
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .
, and
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   . is a one-to-one linear transformation, then the number of columns of
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   . is less than or equal to the number of rows of
If   for a matrix   , and   is a one-to-one linear transformation, then the number of columns of   is less than or equal to the number of rows of   .
.
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15
If
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   . for a matrix
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .
, and
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   . is an onto linear transformation, then the number of columns of
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   . is greater than or equal to the number of rows of
If   for a matrix   , and   is an onto linear transformation, then the number of columns of   is greater than or equal to the number of rows of   .
.
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16
Evaluate AB, where
Evaluate AB, where
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17
Evaluate AB-BA, where
Evaluate AB-BA, where
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18
Evaluate 3AB, where
Evaluate 3AB, where
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19
Evaluate AAT-ATA, where
Evaluate AA<sup>T</sup>-A<sup>T</sup>A, where
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20
Evaluate
Evaluate   where   is a positive integer, and  where
Evaluate   where   is a positive integer, and  is a positive integer, and
Evaluate   where   is a positive integer, and
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21
Solve for the scalars a, b, c in the following equation:
Solve for the scalars a, b, c in the following equation:
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22
Let
Let   and   be the linear transformations given by   Find the matrix   such that   . and
Let   and   be the linear transformations given by   Find the matrix   such that   . be the linear transformations given by
Let   and   be the linear transformations given by   Find the matrix   such that   .
Find the matrix
Let   and   be the linear transformations given by   Find the matrix   such that   . such that
Let   and   be the linear transformations given by   Find the matrix   such that   .
.
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23
Let
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   . and
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   . be the linear transformations given by
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .
Find the matrix
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   . such that
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .
, and the matrix
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   . such that
Let   and   be the linear transformations given by   Find the matrix   such that   , and the matrix   such that   .
.
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24
Suppose
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   . is a
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   . matrix, and
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   . is a
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   . matrix, and the product AB is defined and is a
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   . matrix. Determine
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .
,
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .
, and
Suppose   is a   matrix, and   is a   matrix, and the product AB is defined and is a   matrix. Determine   ,   , and   .
.
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25
Determine AB using block multiplication, where
Determine AB using block multiplication, where
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26
If
If   is any square matrix, then the matrix   is symmetric. is any square matrix, then the matrix
If   is any square matrix, then the matrix   is symmetric. is symmetric.
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27
If
If   is any square matrix, then the matrix   is symmetric. is any square matrix, then the matrix
If   is any square matrix, then the matrix   is symmetric. is symmetric.
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28
If
If   and   are   symmetric matrices, then AB is an   symmetric matrix. and
If   and   are   symmetric matrices, then AB is an   symmetric matrix. are
If   and   are   symmetric matrices, then AB is an   symmetric matrix. symmetric matrices, then AB is an
If   and   are   symmetric matrices, then AB is an   symmetric matrix. symmetric matrix.
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29
If
If   and   are   symmetric matrices, then   is an   symmetric matrix. and
If   and   are   symmetric matrices, then   is an   symmetric matrix. are
If   and   are   symmetric matrices, then   is an   symmetric matrix. symmetric matrices, then
If   and   are   symmetric matrices, then   is an   symmetric matrix. is an
If   and   are   symmetric matrices, then   is an   symmetric matrix. symmetric matrix.
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30
If
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix. is an
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix. upper triangular matrix, and
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix. is an
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix. lower triangular matrix, then ABT is an
If   is an   upper triangular matrix, and   is an   lower triangular matrix, then AB<sup>T</sup> is an   upper triangular matrix. upper triangular matrix.
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31
If
If   is any matrix, then the matrices   and AA<sup>T</sup> are both symmetric. is any matrix, then the matrices
If   is any matrix, then the matrices   and AA<sup>T</sup> are both symmetric. and AAT are both symmetric.
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32
Use the quick formula to determine the inverse of
Use the quick formula to determine the inverse of
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33
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of
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34
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of
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35
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of
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36
Use an augmented matrix and row operations to find the inverse of
Use an augmented matrix and row operations to find the inverse of
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37
Use the matrix
Use the matrix   to find the solutions to the linear system  to find the solutions to the linear system
Use the matrix   to find the solutions to the linear system
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38
Use the matrix
Use the matrix   to find the solutions to the linear system  to find the solutions to the linear system
Use the matrix   to find the solutions to the linear system
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39
Determine if the given linear transformation
Determine if the given linear transformation   is invertible, and if so, find   .  is invertible, and if so, find
Determine if the given linear transformation   is invertible, and if so, find   .
.
Determine if the given linear transformation   is invertible, and if so, find   .
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40
Determine if the given linear transformation
Determine if the given linear transformation   is invertible, and if so, find   .  is invertible, and if so, find
Determine if the given linear transformation   is invertible, and if so, find   .
.
Determine if the given linear transformation   is invertible, and if so, find   .
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41
Determine if the given linear transformation
Determine if the given linear transformation   is invertible, and if so, find   .  is invertible, and if so, find
Determine if the given linear transformation   is invertible, and if so, find   .
.
Determine if the given linear transformation   is invertible, and if so, find   .
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42
If
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible. is a square matrix such that
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible. has a solution for some particular vector
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible.
, then
If   is a square matrix such that   has a solution for some particular vector   , then   is invertible. is invertible.
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43
If
If   and   are   invertible matrices, then so is  and
If   and   are   invertible matrices, then so is  are
If   and   are   invertible matrices, then so is  invertible matrices, then so is
If   and   are   invertible matrices, then so is
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44
If
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with  is a square invertible matrix, then
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with  is an invertible matrix for every positive integer
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with
, with
If   is a square invertible matrix, then   is an invertible matrix for every positive integer   , with
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45
If
If   is a square invertible matrix, and   then  is a square invertible matrix, and
If   is a square invertible matrix, and   then  then
If   is a square invertible matrix, and   then
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46
If
If   and   are   matrices, and   and   are both not invertible, then   is not invertible. and
If   and   are   matrices, and   and   are both not invertible, then   is not invertible. are
If   and   are   matrices, and   and   are both not invertible, then   is not invertible. matrices, and
If   and   are   matrices, and   and   are both not invertible, then   is not invertible. and
If   and   are   matrices, and   and   are both not invertible, then   is not invertible. are both not invertible, then
If   and   are   matrices, and   and   are both not invertible, then   is not invertible. is not invertible.
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47
Use the given LU factorization to solve
Use the given LU factorization to solve   where  where
Use the given LU factorization to solve   where
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48
Use the given LU factorization to solve
Use the given LU factorization to solve   where  where
Use the given LU factorization to solve   where
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49
Find an LU factorization of
Find an LU factorization of
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50
Find an LU factorization of
Find an LU factorization of
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51
Find an LU factorization of
Find an LU factorization of
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52
Find an LU factorization of
Find an LU factorization of
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53
Find an LDU factorization of
Find an LDU factorization of
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54
Find an LDU factorization of
Find an LDU factorization of
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55
Determine
Determine   by evaluating   from the LDU factorization  by evaluating
Determine   by evaluating   from the LDU factorization  from the LDU factorization
Determine   by evaluating   from the LDU factorization
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56
Every matrix
Every matrix   has an LU factorization. has an LU factorization.
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57
If
If   is a square invertible matrix which has an LU factorization, then the factorization is unique. is a square invertible matrix which has an LU factorization, then the factorization is unique.
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58
Every matrix
Every matrix   has an LDU factorization. has an LDU factorization.
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59
If
If   is a square matrix which has an LU factorization, then   is invertible. is a square matrix which has an LU factorization, then
If   is a square matrix which has an LU factorization, then   is invertible. is invertible.
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60
Every elementary matrix has an LU factorization.
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61
If both A and B are
If both A and B are   matrices such that their product AB has an LU factorization, then both A and B have LU factorizations. matrices such that their product AB has an LU factorization, then both A and B have LU factorizations.
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62
Determine if the matrix is a stochastic matrix.
Determine if the matrix is a stochastic matrix.
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63
Determine if the matrix is a stochastic matrix.
Determine if the matrix is a stochastic matrix.
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64
Find the state vector
Find the state vector   for the given stochastic matrix and initial state vector.  for the given stochastic matrix and initial state vector.
Find the state vector   for the given stochastic matrix and initial state vector.
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65
Find the state vector
Find the state vector   for the given stochastic matrix and initial state vector.  for the given stochastic matrix and initial state vector.
Find the state vector   for the given stochastic matrix and initial state vector.
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66
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.
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67
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.
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68
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.
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69
Find all steady-state vectors for the given stochastic matrix.
Find all steady-state vectors for the given stochastic matrix.
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70
Determine if the given matrix is regular.
Determine if the given matrix is regular.
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71
Determine if the given matrix is regular.
Determine if the given matrix is regular.
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72
If
If   and   are   stochastic matrices, then   is a stochastic matrix. and
If   and   are   stochastic matrices, then   is a stochastic matrix. are
If   and   are   stochastic matrices, then   is a stochastic matrix. stochastic matrices, then
If   and   are   stochastic matrices, then   is a stochastic matrix. is a stochastic matrix.
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73
A matrix
A matrix   is doubly stochastic if and only if   is doubly stochastic. is doubly stochastic if and only if
A matrix   is doubly stochastic if and only if   is doubly stochastic. is doubly stochastic.
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74
The
The   identity matrix   is a regular stochastic matrix. identity matrix
The   identity matrix   is a regular stochastic matrix. is a regular stochastic matrix.
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75
If
If   and   are   doubly stochastic matrices, then AB is a doubly stochastic matrix. and
If   and   are   doubly stochastic matrices, then AB is a doubly stochastic matrix. are
If   and   are   doubly stochastic matrices, then AB is a doubly stochastic matrix. doubly stochastic matrices, then AB is a doubly stochastic matrix.
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76
If
If   and   are   regular stochastic matrices, then AB is a regular stochastic matrix. and
If   and   are   regular stochastic matrices, then AB is a regular stochastic matrix. are
If   and   are   regular stochastic matrices, then AB is a regular stochastic matrix. regular stochastic matrices, then AB is a regular stochastic matrix.
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