Linear Algebra — One Question at a Time
Practise 150 Linear Algebra multiple-choice questions covering matrices, determinants, vectors, linear independence, eigenvalues, rank, orthogonality and linear transformations. Work through one question at a time, check the correct answer with an explanation, and select Next Question to continue. This is self-paced practice without automatic scoring.
Before you practise: Read Linear Algebra study material and examples. You can also browse all 1,576 interactive MCQs.
Question 1. Find (1,2)·(3,4).
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Correct answer: C. 11
Dot product is 1×3+2×4=11.
Question 2. What is the length of vector (3,4)?
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Correct answer: B. 5
Euclidean norm is √(3²+4²)=5.
Question 3. Find the trace of [[1,2],[3,4]].
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Correct answer: D. 5
Trace is sum of diagonal entries 1+4=5.
Question 4. Find det([[1,2],[3,4]]).
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Correct answer: A. −2
Compute 1×4−2×3=−2.
Question 5. Solve x+y=5 and x−y=1.
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Correct answer: C. (3,2)
Add equations to get 2x=6; thus x=3, y=2.
Question 6. What is the dimension of R³ as a real vector space?
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Correct answer: D. 3
The standard basis has three vectors.
Question 7. Are (1,2) and (2,4) linearly independent in R²?
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Correct answer: B. No
The second vector is twice the first.
Question 8. What are eigenvalues of diag(2,5)?
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Correct answer: A. 2 and 5
Eigenvalues of a diagonal matrix are its diagonal entries.
Question 9. If T:R³→R² has rank 2, find nullity(T).
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Correct answer: C. 1
Rank-nullity gives 3−2=1.
Question 10. Which vectors in R² are orthogonal?
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Correct answer: B. (1,0) and (0,1)
The dot product of (1,0) and (0,1) is 0.
Question 11. For v=(1,2,2), what is ||v||₂?
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Correct answer: B. 3
Euclidean norm is √(1+4+4)=3.
Question 12. What is the (1,1) entry of [[1,2],[3,4]]·[[2,0],[1,5]]?
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Correct answer: C. 4
First row dot first column =1×2+2×1=4.
Question 13. A square real matrix is invertible precisely when which statement holds?
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Correct answer: A. Its determinant is nonzero
A square matrix is invertible if and only if its determinant is not zero.
Question 14. What is rank of [[1,0],[0,0]]?
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Correct answer: B. 1
Exactly one row is nonzero and independent.
Question 15. Which of these sets is a subspace of R²?
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Correct answer: C. {(x,y):x=0}
The set x=0 contains zero and is closed under addition and scalar multiplication.
Question 16. Which pair is independent in R²?
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Correct answer: A. (1,0) and (0,1)
The standard basis vectors are linearly independent.
Question 17. For A=diag(2,3), which vector is an eigenvector for eigenvalue 2?
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Correct answer: D. (1,0)
A(1,0)=(2,0)=2(1,0).
Question 18. A 2×2 real matrix with two distinct real eigenvalues is necessarily what?
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Correct answer: B. Diagonalizable over R
Eigenvectors for distinct eigenvalues are independent, giving an eigenbasis.
Question 19. A linear map T:R⁵→R³ has rank 3. What is its nullity?
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Correct answer: C. 2
By rank-nullity, nullity=5−3=2.
Question 20. If u and v are orthogonal nonzero vectors, what is u·v?
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Correct answer: A. 0
Orthogonality in Euclidean space means their dot product is zero.
Question 21. What is the projection of (3,4) onto the x-axis?
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Correct answer: B. (3,0)
Keep the x-coordinate and set y to zero.
Question 22. For equally sized square matrices A and B, what is (AB)ᵀ?
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Correct answer: C. BᵀAᵀ
Transposition reverses the multiplication order.
Question 23. Find the determinant of a triangular matrix with diagonal 2,−1,4.
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Correct answer: A. −8
Multiply diagonal entries: 2×(−1)×4=−8.
Question 24. What does swapping two rows do to a determinant?
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Correct answer: D. Changes its sign
One row swap negates the determinant.
Question 25. An augmented matrix has the row [0,0 | 1]. What follows?
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Correct answer: B. No solution
The row states the impossible equality 0=1.
Question 26. How many vectors are in a basis of R⁴?
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Correct answer: C. 4
Dimension R⁴ equals 4.
Question 27. What is the sum of complex eigenvalues counted with algebraic multiplicity?
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Correct answer: A. Trace
Eigenvalues sum to the trace.
Question 28. If T:R²→R² is invertible, what is nullity(T)?
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Correct answer: D. 0
An invertible linear map has a zero-dimensional kernel.
Question 29. What does Gram-Schmidt produce from an independent list?
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Correct answer: B. An orthogonal list with the same span
It orthogonalizes while preserving span.
Question 30. Which bound always holds for inner-product vectors u and v?
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Correct answer: C. |⟨u,v⟩|≤||u|| ||v||
The Cauchy-Schwarz inequality bounds the inner-product magnitude.
Question 31. Compute the dot product (2,1)·(2,3).
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Correct answer: C. 7
Dot product is 2×2+1×3=7.
Question 32. Compute the dot product (3,1)·(2,4).
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Correct answer: D. 10
Dot product is 3×2+1×4=10.
Question 33. Compute the dot product (4,1)·(2,5).
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Correct answer: A. 13
Dot product is 4×2+1×5=13.
Question 34. Compute the dot product (5,1)·(2,6).
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Correct answer: B. 16
Dot product is 5×2+1×6=16.
Question 35. Compute the dot product (6,1)·(2,7).
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Correct answer: C. 19
Dot product is 6×2+1×7=19.
Question 36. Compute the dot product (7,1)·(2,8).
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Correct answer: D. 22
Dot product is 7×2+1×8=22.
Question 37. Compute the dot product (8,1)·(2,9).
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Correct answer: A. 25
Dot product is 8×2+1×9=25.
Question 38. Compute the dot product (9,1)·(2,10).
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Correct answer: B. 28
Dot product is 9×2+1×10=28.
Question 39. Compute the dot product (10,1)·(2,11).
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Correct answer: C. 31
Dot product is 10×2+1×11=31.
Question 40. Compute the dot product (11,1)·(2,12).
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Correct answer: D. 34
Dot product is 11×2+1×12=34.
Question 41. What is the Euclidean length of (6,8)?
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Correct answer: A. 10
By Pythagoras, √(9×4+16×4)=10.
Question 42. What is the Euclidean length of (9,12)?
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Correct answer: B. 15
By Pythagoras, √(9×9+16×9)=15.
Question 43. What is the Euclidean length of (12,16)?
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Correct answer: C. 20
By Pythagoras, √(9×16+16×16)=20.
Question 44. What is the Euclidean length of (15,20)?
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Correct answer: D. 25
By Pythagoras, √(9×25+16×25)=25.
Question 45. What is the Euclidean length of (18,24)?
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Correct answer: A. 30
By Pythagoras, √(9×36+16×36)=30.
Question 46. What is the Euclidean length of (21,28)?
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Correct answer: B. 35
By Pythagoras, √(9×49+16×49)=35.
Question 47. What is the Euclidean length of (24,32)?
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Correct answer: C. 40
By Pythagoras, √(9×64+16×64)=40.
Question 48. What is the Euclidean length of (27,36)?
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Correct answer: D. 45
By Pythagoras, √(9×81+16×81)=45.
Question 49. What is the Euclidean length of (30,40)?
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Correct answer: A. 50
By Pythagoras, √(9×100+16×100)=50.
Question 50. What is the Euclidean length of (33,44)?
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Correct answer: B. 55
By Pythagoras, √(9×121+16×121)=55.
Question 51. Find the trace of diag(2,3,2).
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Correct answer: C. 7
Add diagonal entries: 2+3+2=7.
Question 52. Find the trace of diag(3,4,2).
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Correct answer: D. 9
Add diagonal entries: 3+4+2=9.
Question 53. Find the trace of diag(4,5,2).
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Correct answer: A. 11
Add diagonal entries: 4+5+2=11.
Question 54. Find the trace of diag(5,6,2).
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Correct answer: B. 13
Add diagonal entries: 5+6+2=13.
Question 55. Find the trace of diag(6,7,2).
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Correct answer: C. 15
Add diagonal entries: 6+7+2=15.
Question 56. Find the trace of diag(7,8,2).
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Correct answer: D. 17
Add diagonal entries: 7+8+2=17.
Question 57. Find the trace of diag(8,9,2).
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Correct answer: A. 19
Add diagonal entries: 8+9+2=19.
Question 58. Find the trace of diag(9,10,2).
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Correct answer: B. 21
Add diagonal entries: 9+10+2=21.
Question 59. Find the trace of diag(10,11,2).
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Correct answer: C. 23
Add diagonal entries: 10+11+2=23.
Question 60. Find the trace of diag(11,12,2).
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Correct answer: D. 25
Add diagonal entries: 11+12+2=25.
Question 61. Compute det([[2,1],[2,3]]).
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Correct answer: A. 4
The determinant is 2×3−2=4.
Question 62. Compute det([[3,1],[2,4]]).
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Correct answer: B. 10
The determinant is 3×4−2=10.
Question 63. Compute det([[4,1],[2,5]]).
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Correct answer: C. 18
The determinant is 4×5−2=18.
Question 64. Compute det([[5,1],[2,6]]).
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Correct answer: D. 28
The determinant is 5×6−2=28.
Question 65. Compute det([[6,1],[2,7]]).
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Correct answer: A. 40
The determinant is 6×7−2=40.
Question 66. Compute det([[7,1],[2,8]]).
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Correct answer: B. 54
The determinant is 7×8−2=54.
Question 67. Compute det([[8,1],[2,9]]).
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Correct answer: C. 70
The determinant is 8×9−2=70.
Question 68. Compute det([[9,1],[2,10]]).
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Correct answer: D. 88
The determinant is 9×10−2=88.
Question 69. Compute det([[10,1],[2,11]]).
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Correct answer: A. 108
The determinant is 10×11−2=108.
Question 70. Compute det([[11,1],[2,12]]).
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Correct answer: B. 130
The determinant is 11×12−2=130.
Question 71. For A=diag(2,5), find the sum of its eigenvalues.
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Correct answer: C. 7
For a diagonal matrix, the eigenvalues are its diagonal entries: 2+5=7.
Question 72. For A=diag(3,6), find the sum of its eigenvalues.
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Correct answer: D. 9
For a diagonal matrix, the eigenvalues are its diagonal entries: 3+6=9.
Question 73. For A=diag(4,7), find the sum of its eigenvalues.
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Correct answer: A. 11
For a diagonal matrix, the eigenvalues are its diagonal entries: 4+7=11.
Question 74. For A=diag(5,8), find the sum of its eigenvalues.
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Correct answer: B. 13
For a diagonal matrix, the eigenvalues are its diagonal entries: 5+8=13.
Question 75. For A=diag(6,9), find the sum of its eigenvalues.
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Correct answer: C. 15
For a diagonal matrix, the eigenvalues are its diagonal entries: 6+9=15.
Question 76. For A=diag(7,10), find the sum of its eigenvalues.
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Correct answer: D. 17
For a diagonal matrix, the eigenvalues are its diagonal entries: 7+10=17.
Question 77. For A=diag(8,11), find the sum of its eigenvalues.
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Correct answer: A. 19
For a diagonal matrix, the eigenvalues are its diagonal entries: 8+11=19.
Question 78. For A=diag(9,12), find the sum of its eigenvalues.
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Correct answer: B. 21
For a diagonal matrix, the eigenvalues are its diagonal entries: 9+12=21.
Question 79. For A=diag(10,13), find the sum of its eigenvalues.
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Correct answer: C. 23
For a diagonal matrix, the eigenvalues are its diagonal entries: 10+13=23.
Question 80. For A=diag(11,14), find the sum of its eigenvalues.
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Correct answer: D. 25
For a diagonal matrix, the eigenvalues are its diagonal entries: 11+14=25.
Question 81. A linear map from R^4 has rank 1. What is its nullity?
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Correct answer: A. 3
Rank-nullity gives nullity=4−1=3.
Question 82. A linear map from R^5 has rank 2. What is its nullity?
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Correct answer: B. 3
Rank-nullity gives nullity=5−2=3.
Question 83. A linear map from R^6 has rank 3. What is its nullity?
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Correct answer: C. 3
Rank-nullity gives nullity=6−3=3.
Question 84. A linear map from R^7 has rank 1. What is its nullity?
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Correct answer: D. 6
Rank-nullity gives nullity=7−1=6.
Question 85. A linear map from R^8 has rank 2. What is its nullity?
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Correct answer: A. 6
Rank-nullity gives nullity=8−2=6.
Question 86. A linear map from R^9 has rank 3. What is its nullity?
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Correct answer: B. 6
Rank-nullity gives nullity=9−3=6.
Question 87. A linear map from R^10 has rank 1. What is its nullity?
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Correct answer: C. 9
Rank-nullity gives nullity=10−1=9.
Question 88. A linear map from R^11 has rank 2. What is its nullity?
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Correct answer: D. 9
Rank-nullity gives nullity=11−2=9.
Question 89. A linear map from R^12 has rank 3. What is its nullity?
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Correct answer: A. 9
Rank-nullity gives nullity=12−3=9.
Question 90. A linear map from R^13 has rank 1. What is its nullity?
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Correct answer: B. 12
Rank-nullity gives nullity=13−1=12.
Question 91. For A=[[2,1],[0,3]], find the entry in row 1, column 1 of A².
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Correct answer: C. 4
The top-left entry of A² is 2×2+1×0=4.
Question 92. For A=[[3,1],[0,4]], find the entry in row 1, column 1 of A².
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Correct answer: D. 9
The top-left entry of A² is 3×3+1×0=9.
Question 93. For A=[[4,1],[0,5]], find the entry in row 1, column 1 of A².
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Correct answer: A. 16
The top-left entry of A² is 4×4+1×0=16.
Question 94. For A=[[5,1],[0,6]], find the entry in row 1, column 1 of A².
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Correct answer: B. 25
The top-left entry of A² is 5×5+1×0=25.
Question 95. For A=[[6,1],[0,7]], find the entry in row 1, column 1 of A².
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Correct answer: C. 36
The top-left entry of A² is 6×6+1×0=36.
Question 96. For A=[[7,1],[0,8]], find the entry in row 1, column 1 of A².
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Correct answer: D. 49
The top-left entry of A² is 7×7+1×0=49.
Question 97. For A=[[8,1],[0,9]], find the entry in row 1, column 1 of A².
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Correct answer: A. 64
The top-left entry of A² is 8×8+1×0=64.
Question 98. For A=[[9,1],[0,10]], find the entry in row 1, column 1 of A².
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Correct answer: B. 81
The top-left entry of A² is 9×9+1×0=81.
Question 99. For A=[[10,1],[0,11]], find the entry in row 1, column 1 of A².
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Correct answer: C. 100
The top-left entry of A² is 10×10+1×0=100.
Question 100. For A=[[11,1],[0,12]], find the entry in row 1, column 1 of A².
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Correct answer: D. 121
The top-left entry of A² is 11×11+1×0=121.
Question 101. Solve x+y=5, x−y=-1. Find x.
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Correct answer: A. 2
Add the equations to obtain 2x=4, hence x=2.
Question 102. Solve x+y=7, x−y=-1. Find x.
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Correct answer: B. 3
Add the equations to obtain 2x=6, hence x=3.
Question 103. Solve x+y=9, x−y=-1. Find x.
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Correct answer: C. 4
Add the equations to obtain 2x=8, hence x=4.
Question 104. Solve x+y=11, x−y=-1. Find x.
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Correct answer: D. 5
Add the equations to obtain 2x=10, hence x=5.
Question 105. Solve x+y=13, x−y=-1. Find x.
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Correct answer: A. 6
Add the equations to obtain 2x=12, hence x=6.
Question 106. Solve x+y=15, x−y=-1. Find x.
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Correct answer: B. 7
Add the equations to obtain 2x=14, hence x=7.
Question 107. Solve x+y=17, x−y=-1. Find x.
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Correct answer: C. 8
Add the equations to obtain 2x=16, hence x=8.
Question 108. Solve x+y=19, x−y=-1. Find x.
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Correct answer: D. 9
Add the equations to obtain 2x=18, hence x=9.
Question 109. Solve x+y=21, x−y=-1. Find x.
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Correct answer: A. 10
Add the equations to obtain 2x=20, hence x=10.
Question 110. Solve x+y=23, x−y=-1. Find x.
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Correct answer: B. 11
Add the equations to obtain 2x=22, hence x=11.
Question 111. Find the determinant of a triangular 3×3 matrix whose diagonal is (2,2,3).
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Correct answer: C. 12
The determinant of a triangular matrix is the product of diagonal entries: 2×2×3.
Question 112. Find the determinant of a triangular 3×3 matrix whose diagonal is (3,2,4).
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Correct answer: D. 24
The determinant of a triangular matrix is the product of diagonal entries: 3×2×4.
Question 113. Find the determinant of a triangular 3×3 matrix whose diagonal is (4,2,5).
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Correct answer: A. 40
The determinant of a triangular matrix is the product of diagonal entries: 4×2×5.
Question 114. Find the determinant of a triangular 3×3 matrix whose diagonal is (5,2,6).
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Correct answer: B. 60
The determinant of a triangular matrix is the product of diagonal entries: 5×2×6.
Question 115. Find the determinant of a triangular 3×3 matrix whose diagonal is (6,2,7).
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Correct answer: C. 84
The determinant of a triangular matrix is the product of diagonal entries: 6×2×7.
Question 116. Find the determinant of a triangular 3×3 matrix whose diagonal is (7,2,8).
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Correct answer: D. 112
The determinant of a triangular matrix is the product of diagonal entries: 7×2×8.
Question 117. Find the determinant of a triangular 3×3 matrix whose diagonal is (8,2,9).
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Correct answer: A. 144
The determinant of a triangular matrix is the product of diagonal entries: 8×2×9.
Question 118. Find the determinant of a triangular 3×3 matrix whose diagonal is (9,2,10).
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Correct answer: B. 180
The determinant of a triangular matrix is the product of diagonal entries: 9×2×10.
Question 119. Find the determinant of a triangular 3×3 matrix whose diagonal is (10,2,11).
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Correct answer: C. 220
The determinant of a triangular matrix is the product of diagonal entries: 10×2×11.
Question 120. Find the determinant of a triangular 3×3 matrix whose diagonal is (11,2,12).
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Correct answer: D. 264
The determinant of a triangular matrix is the product of diagonal entries: 11×2×12.
Question 121. How many vectors does any basis of R^2 contain?
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Correct answer: A. 2
The dimension of R^2 is 2; every basis has that many vectors.
Question 122. How many vectors does any basis of R^3 contain?
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Correct answer: B. 3
The dimension of R^3 is 3; every basis has that many vectors.
Question 123. How many vectors does any basis of R^4 contain?
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Correct answer: C. 4
The dimension of R^4 is 4; every basis has that many vectors.
Question 124. How many vectors does any basis of R^5 contain?
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Correct answer: D. 5
The dimension of R^5 is 5; every basis has that many vectors.
Question 125. How many vectors does any basis of R^6 contain?
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Correct answer: A. 6
The dimension of R^6 is 6; every basis has that many vectors.
Question 126. How many vectors does any basis of R^7 contain?
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Correct answer: B. 7
The dimension of R^7 is 7; every basis has that many vectors.
Question 127. How many vectors does any basis of R^8 contain?
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Correct answer: C. 8
The dimension of R^8 is 8; every basis has that many vectors.
Question 128. How many vectors does any basis of R^9 contain?
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Correct answer: D. 9
The dimension of R^9 is 9; every basis has that many vectors.
Question 129. How many vectors does any basis of R^10 contain?
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Correct answer: A. 10
The dimension of R^10 is 10; every basis has that many vectors.
Question 130. How many vectors does any basis of R^11 contain?
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Correct answer: B. 11
The dimension of R^11 is 11; every basis has that many vectors.
Question 131. For vector v=(2,3), find the first coordinate of 3v.
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Correct answer: C. 6
Scalar multiplication multiplies each coordinate by 3, so the first is 6.
Question 132. For vector v=(3,4), find the first coordinate of 3v.
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Correct answer: D. 9
Scalar multiplication multiplies each coordinate by 3, so the first is 9.
Question 133. For vector v=(4,5), find the first coordinate of 3v.
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Correct answer: A. 12
Scalar multiplication multiplies each coordinate by 3, so the first is 12.
Question 134. For vector v=(5,6), find the first coordinate of 3v.
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Correct answer: B. 15
Scalar multiplication multiplies each coordinate by 3, so the first is 15.
Question 135. For vector v=(6,7), find the first coordinate of 3v.
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Correct answer: C. 18
Scalar multiplication multiplies each coordinate by 3, so the first is 18.
Question 136. For vector v=(7,8), find the first coordinate of 3v.
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Correct answer: D. 21
Scalar multiplication multiplies each coordinate by 3, so the first is 21.
Question 137. For vector v=(8,9), find the first coordinate of 3v.
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Correct answer: A. 24
Scalar multiplication multiplies each coordinate by 3, so the first is 24.
Question 138. For vector v=(9,10), find the first coordinate of 3v.
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Correct answer: B. 27
Scalar multiplication multiplies each coordinate by 3, so the first is 27.
Question 139. For vector v=(10,11), find the first coordinate of 3v.
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Correct answer: C. 30
Scalar multiplication multiplies each coordinate by 3, so the first is 30.
Question 140. For vector v=(11,12), find the first coordinate of 3v.
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Correct answer: D. 33
Scalar multiplication multiplies each coordinate by 3, so the first is 33.
Question 141. The matrix A=diag(1,2,3) has what rank?
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Correct answer: A. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 142. The matrix A=diag(1,3,4) has what rank?
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Correct answer: B. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 143. The matrix A=diag(1,4,5) has what rank?
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Correct answer: C. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 144. The matrix A=diag(1,5,6) has what rank?
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Correct answer: D. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 145. The matrix A=diag(1,6,7) has what rank?
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Correct answer: A. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 146. The matrix A=diag(1,7,8) has what rank?
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Correct answer: B. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 147. The matrix A=diag(1,8,9) has what rank?
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Correct answer: C. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 148. The matrix A=diag(1,9,10) has what rank?
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Correct answer: D. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 149. The matrix A=diag(1,10,11) has what rank?
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Correct answer: A. 3
All three diagonal entries are nonzero, so rank(A)=3.
Question 150. The matrix A=diag(1,11,12) has what rank?
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Correct answer: B. 3
All three diagonal entries are nonzero, so rank(A)=3.
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