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January 2022 term · Mathematics for Data Science II · BSMA1003

Maths 2 End Term: 3 April 2022 (January 2022 term)

The IIT Madras BS Mathematics for Data Science II (Maths 2) End Term paper sat on 3 Apr 2022, in the January 2022 term: 20 questions for 50 marks in 180 minutes. Every question is below with its answer. Take it as a timed mock test to be marked, or read it through first.

Questions
20
Marks
50
Duration
180 min
MSQ
5
MCQ
6
Numerical
9

Updated

Official paper: IIT M FOUNDATION DIPLOMA ENDTERM AN1 3 Apr 2022 · No negative marking.

Question 1

+3 marksOne or more correct options

Choose the correct options from the following:

Select all that apply.

  1. A

    Consider two matrices A and B. If both the matrix multiplications AB and BA are well-defined then A and B are square matrices.

  2. B

    Consider two matrices A and B of order n. If A is not invertible, then AB is not invertible.

  3. C

    Consider two matrices A and B of order n. If AB = B, then B = I, where I is the identity matrix of order n.

  4. D

    There exists a 2 × 2 matrix A ≠ I such that A³ = I, where I is the identity matrix of order 2 × 2.

Show answer

Correct answers

  • B

    Consider two matrices A and B of order n. If A is not invertible, then AB is not invertible.

  • D

    There exists a 2 × 2 matrix A ≠ I such that A³ = I, where I is the identity matrix of order 2 × 2.

Question 2

+3 marksOne or more correct options

Select all that apply.

  1. A

    a → 3 → i.

  2. B

    b → 2 → iii.

  3. C

    c → 2 → i.

  4. D

    a → 1 → ii.

  5. E

    b → 1 → i.

  6. F

    c → 2 → iii.

Show answer

Correct answers

  • A

    a → 3 → i.

  • E

    b → 1 → i.

  • F

    c → 2 → iii.

Question 3

+3 marksOne or more correct options

Choose the correct options from the following:

Select all that apply.

  1. A
  2. B
  3. C
  4. D
  5. E
Show answer

Correct answers

  • C
  • E

Question 4

+3 marksOne or more correct options

Choose the set of correct options.

Select all that apply.

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answers

  • A
  • C
  • D

Question 5

+3 marksOne or more correct options

Choose the correct statements for the function

Select all that apply.

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answers

  • B
  • C

Question 6

+2 marksOne correct option

Consider the following system of linear equations

The number of solutions of the above system is

  1. A

    0

  2. B

    1

  3. C

    2

  4. D

    infinite

Show answer

Correct answer

  • D

    infinite

Question 7

+3 marksNumerical answer

NOTE: Enter your answer to the nearest integer.

Show answer

Correct answer: 10

Question 8

+3 marksNumerical answer

NOTE: Enter your answer to the nearest integer.

Show answer

Correct answer: 2

Question 9

+3 marksNumerical answer

A potter wants to make a rectangular box of volume 17 cubic units such that its total surface area is minimum. He successfully creates one of dimensions x, y, and z units. Find the value of x³ + z³. [Note: If the dimensions of a rectangular box are l, b, and h units, then volume of the box is V = lbh cubic units and the total surface area of the rectangular box is S = 2(lb + bh + lh) square units.] NOTE: Enter your answer to the nearest integer.

Show answer

Correct answer: 34

Question 10

+2 marksNumerical answer

From the list of given terms find out the best possible options for each of the given subquestions:

  1. Rank
  2. Limit
  3. Determinant
  4. Closure with respect to addition and scalar multiplication
  5. Existence of zero element
  6. Existence of additive inverse
  7. Commutativity of addition
  8. Associativity of addition
  9. Elements
  10. Local maxima
  11. Local minima
  12. Saddle points
  13. Gradient
  14. Directional derivative
  15. Partial derivative
  16. Set of orthonormal vectors
  17. Standard ordered basis
  18. Affine subspace.

Critical points can be __________. (Enter 3 best possible options. Enter only the serial numbers of those options in increasing order without adding any comma or space in between them.) [Suppose your answer is 7, 14 and 17, then you should enter 71417]

Show answer

Correct answer: 101112

Question 11

+2 marksNumerical answer

From the list of given terms find out the best possible options for each of the given subquestions:

  1. Rank
  2. Limit
  3. Determinant
  4. Closure with respect to addition and scalar multiplication
  5. Existence of zero element
  6. Existence of additive inverse
  7. Commutativity of addition
  8. Associativity of addition
  9. Elements
  10. Local maxima
  11. Local minima
  12. Saddle points
  13. Gradient
  14. Directional derivative
  15. Partial derivative
  16. Set of orthonormal vectors
  17. Standard ordered basis
  18. Affine subspace.

Similar matrices have the same __________. (Enter 2 best possible options. Enter only the serial numbers of those options in increasing order without adding any comma or space in between them.) [Suppose your answer is 7, 14 and 17, then you should enter 71417]

Show answer

Correct answer: 13

Question 12

+1 markNumerical answer

From the list of given terms find out the best possible options for each of the given subquestions:

  1. Rank
  2. Limit
  3. Determinant
  4. Closure with respect to addition and scalar multiplication
  5. Existence of zero element
  6. Existence of additive inverse
  7. Commutativity of addition
  8. Associativity of addition
  9. Elements
  10. Local maxima
  11. Local minima
  12. Saddle points
  13. Gradient
  14. Directional derivative
  15. Partial derivative
  16. Set of orthonormal vectors
  17. Standard ordered basis
  18. Affine subspace.

Gram-Schmidt algorithm generates a __________. (Enter the best possible option (only one). Enter only the serial number of that option.) [Suppose your answer is 7, 14 and 17, then you should enter 71417]

Show answer

Correct answer: 16

Question 13

+1 markNumerical answer

From the list of given terms find out the best possible options for each of the given subquestions:

  1. Rank
  2. Limit
  3. Determinant
  4. Closure with respect to addition and scalar multiplication
  5. Existence of zero element
  6. Existence of additive inverse
  7. Commutativity of addition
  8. Associativity of addition
  9. Elements
  10. Local maxima
  11. Local minima
  12. Saddle points
  13. Gradient
  14. Directional derivative
  15. Partial derivative
  16. Set of orthonormal vectors
  17. Standard ordered basis
  18. Affine subspace.

The conditions that need to be checked to identify a subspace W of a vector space V :___________. (Enter 2 best possible options. Enter only the serial numbers of those options in increasing order without adding any comma or space in between them.) [Suppose your answer is 7, 14 and 17, then you should enter 71417]

Show answer

Correct answer: 45

Question 14

+2 marksOne correct option
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

Which one of the following represents the equation of the tangent lines to the function ƒ at the point (1, 1) in the direction of the unit vector (1, 0)?

  1. A

    x(t) = 1 − t, y(t) = 1, z(t) = 2 + 3t.

  2. B

    x(t) = 1 + t, y(t) = 1, z(t) = 2 − 3t.

  3. C

    x(t) = 1 + t, y(t) = 1, z(t) = 2 + 3t.

  4. D

    x(t) = 1 + t, y(t) = 0, z(t) = 2 + 3t.

Show answer

Correct answer

  • C

    x(t) = 1 + t, y(t) = 1, z(t) = 2 + 3t.

Question 15

+2 marksOne correct option
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

The unit vector along which the rate of change of the function ƒ at (1, 1) is the maximum is

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answer

  • B

Question 16

+2 marksNumerical answer
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

The number of critical points of the function ƒ is _______________.
NOTE: Enter your answer to the nearest integer.

Show answer

Correct answer: 1

Question 17

+2 marksNumerical answer
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

What is the rank of A?
NOTE: Enter your answer to the nearest integer.

Show answer

Correct answer: 2

Question 18

+3 marksOne correct option
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

Which of the following sets forms a basis β of V1?

  1. A

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

  2. B

    {(−1, 0,−3), (0, 1, 3)}

  3. C

    {(1, 0,−3), (0, 1, 3)}

  4. D

    {(1, 0,−1), (0, 1,−1)}

Show answer

Correct answer

  • B

    {(−1, 0,−3), (0, 1, 3)}

Question 19

+2 marksOne correct option
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

Which of the following sets forms a basis γ of V2?

  1. A

    {(1, 0,−1), (0, 1, 1)}

  2. B

    {(1, 0, 3), (0, 1, 3)}

  3. C

    {(1, 0,−3), (0, 1, 3)}

  4. D

    {(1, 0,−1), (0, 1,−1)}

Show answer

Correct answer

  • A

    {(1, 0,−1), (0, 1, 1)}

Question 20

+5 marksOne correct option
  • Consider the function f:R2→Rf : \mathbb{R}^2 \to \mathbb{R} defined as

    f(x,y)=x2y+xy2f(x, y) = x^2y + xy^2

  • The tangent plane to the function ff at the point (1,1) is given by T1T_1. Let A1A_1 denote the affine subspace of R3\mathbb{R}^3 formed by the set of points on T1T_1. Let V1V_1 denote the corresponding vector subspace associated with A1A_1.

  • Let AA denote the Hessian matrix of the function ff at the point (1,1)(1, 1).

  • Consider the affine subspace of R3\mathbb{R}^3 given by

    A2={(x,y,z)∣x−y+z=1, where x,y,z∈R}A_2 = \{(x, y, z) \mid x - y + z = 1, \text{ where } x, y, z \in \mathbb{R}\}

    Let V2V_2 denote the corresponding vector subspace associated with A2A_2.

Using the above information answer the given subquestions.

Let TT denote the linear transformation from V1V_1 to V2V_2, whose matrix representation with respect to the ordered bases β\beta and γ\gamma (mentioned in the previous questions 19 & 20 ), respectively for V1V_1 and V2V_2 is the identity matrix, i.e.,[1001]\begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}. Which of the following functions denotes an affine mapping from A1A_1 to A2A_2 corresponding to TT?

  1. A

    ƒ(x, y, z) = (−x,−y, x + y + 1)

  2. B

    ƒ(x, y, z + 4) = (x, y,−x + y + 1)

  3. C

    ƒ(x, y, z − 4) = (x, y, x + y + 1)

  4. D

    ƒ(x, y, z − 4) = (−x, y, x + y + 1)

Show answer

Correct answer

  • D

    ƒ(x, y, z − 4) = (−x, y, x + y + 1)