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15. Suppose T : R^2"\\to" R^3 is linear defined by T(x, y) =(x + 3y, x - y, x). Then

(i) 1

(ii) 2

(iii) 3

(iv) None

16. Suppose T : R^3"\\to" R^3 is linear and has an upper-triangular matrix with respect to the basis (1,0,0),(1,1,1),(1,1,2). Then, the orthonormal basis of R^3 with respect to which T has an upper-triangular matrix is...

(i) (1, 0, 0), (0, 1/(√2), 1/(√2)), (0, - 1/(√2), 1/(√2))

(ii) (1, 0, 0), (0, 1, 0), (0, 1/(√2), - 1/(√2)

(iii) (1, 0, 0), (0, - 1, 1), (0, 1, 1)

(iv) None


17. Which of the following defines an inner product

(i) <(x base 1, x base 2), y base 1, y base 2)>2x base 1 y base 1 +x base 2 y base 2 in R^2

(ii) <(x base 1, x base 2), y base 1, y base 2)>x base 1 y base 1 +2x base 2 y base 2 - 1 in R^2

(iii) <a base 1 + b base 1 x +c base 1 x^2, a base 2 +b base 2 x + c base 2 x^2 > = a base 1 b base 1 +a base 2 b base 2 +c base 1 c base 2 in P base 2




13. Suppose T, S : R^2"\\to" R^2 are linear defined by T(u, v) =(3u + v, u + 2v) and S(x, y) =(2x - y, x + y). Also the matrices of T and S with respect to the standard bases of R^2 and R^2 are given as

M(T) ="\\begin{bmatrix}\n 3 & 1 \\\\\n 1 & 2\n\\end{bmatrix}" and M(S) ="\\begin{bmatrix}\n 2 & -1 \\\\\n 1 & 1\n\\end{bmatrix}"Then M(TS) =

(i)"\\begin{bmatrix}\n 1 & 0 \\\\\n 0 & 1\n\\end{bmatrix}"

(ii)"\\begin{bmatrix}\n 3 & 1 \\\\\n 1 & 5\n\\end{bmatrix}"

(iii)"\\begin{bmatrix}\n 3 & 1 \\\\\n 4 & 1\n\\end{bmatrix}"

(iv) None

14. Suppose T : R^2"\\to" R^2 is linear defined by T(x, y) = (y, x). Then the eigenvalues of T is...

(i) 1 and - 1

(ii) 0 and 2

(iii) Does not exist

(iv) None


8. Let W be the subspace of R^5 defined by W={x base 1,x base 2,x base 3,

x base 4 ,x base 5) "\\isin" R^5: x base 1 = 3x base 2 and x base 3 =7x base 4}. Then the basis of W is

(i) (3,1,0,0,1), (3,1,3,0,0), (3,1,0,0,1)

(ii) (3,1,0,1,1), (0,0,3,0,1), (0,0,1,3,1)

(iii) (3,1,1,0,1), (0,1,1,0,3), (0,0,1,0,1)


9. The basis of a solution space of given homogeneous linear system


X base 1 + x base 2 - x base 3 =0 X base 1 + x base 2 - x base 3 =0 X base 1 - x base 3 =0

-X base 1 + x base 3 =0 "\\implies"X base 2 =0 =0 "\\implies" X base 2 =0

-2X base 1 - x base 2 + 2x base 3 =0 -2X base 1 - x base 2 + 2x base 3 =0 - 2X base 1 + 2x base 3 =0

is

(i) {(1, 0, 1)}

(ii) {(1, 0, 1), (0, 1, 0)}

(iii) {(1, 1, -1), (-1, 0, 1), (-2, -1, 2)}

(iv) None

10. For a given matrix A "\\begin{bmatrix}\n 1 & 0 & 2 & - 3 \\\\\n 2 & 0 & 4 & - 6 \\\\\n - 3 & 0 & - 6 & 9\n\\end{bmatrix}". Which of the following is true

(i) rank (A) =3, nullity (A) =1

(ii) rank (A) =2, nullity (A) =2

(iii) rank (A) =1, nullity (A) =3

(iv) None


Find wheather the vectors (2 0 0 0) (2 0 0 8) (0 0 0 0) and (2 0 9) are linearly dependent or not


(i) Using Cayley Hamilton theorem, find 𝐴




8 − 𝐴




7 + 5𝐴




6 − 𝐴




5 + 𝐴




4 − 𝐴




3 + 6𝐴




2 +




𝐴 − 2𝐼 𝑖𝑓 [




1 2 −2




2 5 −4




3 7 −5




]


find the inverse a=[1 1 3],[1 3 -3],[-2 -4 -4] by using gauss jordan method


  1. which sets are a basis for the null space of [(1,1,-1,1),(2,1,1,4),(1,0,0,1)].
  2. let T:R^3 to R^3 be defined as T(x,y,z)={x+y, x-y,x+2z). then the basis of range T is...?
  3. let R^3 to R^3 defined as T(x,y,z)=(2x,x+y,x-z). then the adjoint operator T*(u,v,w) is (i) (2u+v+w,v,-w), (ii) (2u,v+w,u-w), (iii) (u,v,-w)

1. the square root of (2-i) is?


2. for a given ,matrix A=[(5,-6),(-3,2)] the matrix P that diagonalizes A is?


3. for a,b is an element of R, let S be a subset of R^2 defined as S={(x,y) is an element of R^3:x+y+axy=b}. Then S is a subspace of R^2 if...?


4. suppose U={(x,y,x+y,z,2y+z) is an element of F^5:x,y,z is an element of F}, then a subspace W of F^5 such that F^5=U denote W is...?


5. the vectors (1,-1,2),(2,3,1),(3,2,t) are not basis of R^3 if...?



  1. in R3, let U span (1,0,0),(0,1/root2, 1/root2). then U is an element of U such that ||u-(2,4,6)|| is as small as possible.
  2. for a given function f:R to R defined as f(x)=2x-1, the image of S={x is an element of R: x^2-4>/=0} is?
  3. suppose T: R^2 to M22 is a linear defined by T(U,V)=[(U,U), (V,2U)]. Then ker(T) is?
  4. suppose T:R^6 to R^4 is a linear map such that null T=U, where U is 2-dimensional subspace of R^6. Then dim range T is?

LA. find the minimal polynomial of the linear operator t : R³ "- R³" define by t (x,y,z) =(x+2y+3z, 4y+5z,6 z).is t




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