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CSIR NET December 2024 Mathematical Sciences — Part B & C solved

The Part B and Part C questions transcribed from this paper, worked out in full — not just the answer key, but why each option holds or fails and which trap it tests.

237 questionsPart B: 80Part C: 1200 free to read

Part B

One correct option. 3 marks, −0.75 for a wrong answer.

Let A, B be two non-empty subsets of . Let S = { | f is continuous}, T = { | f is continuous}, U = { | f is continuous}. Which of the following statements is true?

  1. A.If A is finite, then there exists a bijection between S and U.
  2. B.If A is finite and B = [0, 1], then there is no bijection between S and T.
  3. C.There is no bijection between S and U for any choice of A.
  4. D.If A ≠ B, then there is no bijection between T and U.

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Let be a sequence of real numbers that has a decreasing subsequence . Assume that . Which of the following statements is necessarily true?

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

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Consider the sequences and , defined by and . Which of the following statements is true?

  1. A. converges but does not converge.
  2. B. converges but does not converge.
  3. C.Both and converge.
  4. D.Neither nor converges.

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Let be a non-constant continuous function. Which of the following statements is necessarily true?

  1. A.For every bounded subset is a bounded subset of .
  2. B.For every Cauchy sequence in is a Cauchy sequence in .
  3. C.There exists such that f(x) = x.
  4. D.There exists such that f(x) = 0.

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Let be a bijective function. Which of the following statements is true?

  1. A.f is monotone.
  2. B.f is continuous but not strictly monotone.
  3. C.f is not continuous.
  4. D.f is continuous but not uniformly continuous.

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Consider the sequences and of functions defined on the interval [−1, 1] by and . Which of the following statements is true?

  1. A. and are uniformly convergent on the interval [−1, 1].
  2. B. is uniformly convergent on the interval [−1, 1], but is not.
  3. C. is uniformly convergent on the interval [−1, 1], but is not.
  4. D.Neither nor is uniformly convergent on the interval [−1, 1].

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Let V be a vector space over . Let be two linear transformations such that and are linearly independent over . Consider the following statements: (A) The transformations and are linearly independent over There exist linear transformations such that {} is linearly independent over . Which of the following statements is true?

  1. A.(A) is true but (B) is false.
  2. B.(B) is true but (A) is false.
  3. C.Both (A) and (B) are true.
  4. D.Both (A) and (B) are false.

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Let be an linear transformation such that and . Which of the following statements is FALSE?

  1. A.T is diagonalizable over .
  2. B.The characteristic polynomial of T is .
  3. C.The characteristic polynomial of T is .
  4. D.For every linear transformation , we have ST = TS.

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Let A be a 3 × 3 complex matrix such that is the identity matrix. Which of the following statements is true?

  1. A.A is diagonalizable.
  2. B.A has at least two distinct eigenvalues.
  3. C.The characteristic polynomial of A is .
  4. D.The minimal polynomial of A cannot have degree 2.

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For any matrix P, the transpose of P is denoted by Pᵗ. Consider the real matrix A = [[1, 1, 0], [1, 2, 1], [1, 1, 2]]. Which of the following statements is true?

  1. A.There exists a real invertible matrix P such that PAP⁻ is a diagonal matrix and Pᵗ.
  2. B.There exists a real invertible matrix P such that PAP⁻ is a diagonal matrix and Pᵗ.
  3. C.One of the eigenvalues of A is not real.
  4. D.A has only real eigenvalues and it is not diagonalizable over .

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Consider with the standard inner product. Let V be the subspace of spanned by the vectors (1, 0, 0, 1), (0, 1, 0, 1), and (0, 0, 1, 0). Which of the following is NOT an orthonormal basis of V?

  1. A.{}
  2. B.{}
  3. C.{}
  4. D.{}

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Consider the real matrix A = [[0, 0, 1], [0, 1, 0], [1, 0, 0]]. Define by B(v, w) = vᵗAw. Which of the following statements is true?

  1. A.B(v, v) = 0 if and only if v = 0.
  2. B.For every , there exists v such that .
  3. C.There exists v ≠ 0 such that B(v, w) = 0 for all .
  4. D.If B(v, w) = 0 then either v = 0 or w = 0.

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For z = x + iy , let f(z) = u(x, y) + iv(x, y) define an entire function. Consider the function g(z) = u(x, −y) − iv(x, −y), for z = x + iy . Suppose that v(x, 0) = 0 for all . Define E = { | f(z) = g(z)}. Which of the following statements is true?

  1. A.E is the real axis.
  2. B.E is the imaginary axis.
  3. C.E contains an open subset of , but .
  4. D.

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Consider the half planes R₊ = {z = x + iy } and R₋ = {z = x + iy }, and the fractional linear transformations and . Let disc 𝔻 = { : |z| < 1}. Which of the following statements is true?

  1. A. and conformally map R₊ and R₋ respectively, onto the disc 𝔻
  2. B. and conformally map R₋ and R₊ respectively, onto the disc 𝔻
  3. C. and conformally map the disc 𝔻 onto, respectively R₊ and R₋
  4. D. and conformally map the disc 𝔻 onto, respectively R₋ and R₊

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Let be the circle { : |z| = 3} oriented counterclockwise. Let f be an entire function. What is the value of A for which dz = 0 holds?

  1. A.f(1)
  2. B.f(2)
  3. C.f′(1)
  4. D.f′(2)

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Consider the entire function ᶻ − e⁻ᶻ) and the meromorphic function ᶻ − e⁻ᶻ) on . Which of the following statements is true?

  1. A.z = 0 is a zero of f of order 3 and a pole of g of order 1.
  2. B.z = 0 is a zero of f of order 2 and a pole of g of order 1.
  3. C.z = 0 is a zero of f of order 3 and a zero of g of order 1.
  4. D.z = 0 is a zero of f of order 2 and a zero of g of order 1.

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Let p be a prime number. An element a of the multiplicative group ˣ is said to be a primitive root in ˣ if the order of a in ˣ is p − 1. Let S_p be the number of primitive roots in ˣ and denote the Euler function. Which of the following statements is true?

  1. A.For each converges.
  2. B.For each diverges.
  3. C.For each converges.
  4. D.The element 4 mod 101 in ˣ is a primitive root.

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Let G be a group of order n > 3 and H be a subgroup with 1 < |H| < n. Consider the set X = ⋃(g∈G) gHg⁻. Which of the following statements is true?

  1. A.If G is abelian, then |X| = n.
  2. B.If |X| divides n, then G is abelian.
  3. C.|X| < n
  4. D.|X| divides n.

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Consider the ring homomorphism defined by . Which of the following statements is true?

  1. A. is surjective.
  2. B.If for polynomials , then both and are the zero polynomial.
  3. C.There exist non-zero polynomials such that .
  4. D.There exists such that and .

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Let be the set of positive integers. Consider with the Euclidean topology and the subsets A = {} and B = {}. Which of the following statements is true?

  1. A.A is a closed subset of but B is not a closed subset of .
  2. B.B is a closed subset of but A is not a closed subset of .
  3. C.Both A and B are closed subsets of .
  4. D.Neither A nor B is a closed subset of .

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For any non-zero solution y = y(x) of the differential equation dxdy/dx) + 8y = 0, x > 0, denote S := {}. Then

  1. A.S is an empty set.
  2. B.S is a non-empty finite set.
  3. C.S is a countably infinite set.
  4. D.S is an uncountable set.

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The initial value problem dy/dx |x − 1| sin y, y(0) = 1 has

  1. A.a unique solution on
  2. B.infinitely many solutions on the interval (−2, 2)
  3. C.a unique solution and its maximal interval of existence is
  4. D.no solution on the interval (−2, 2)

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The problem in {}, u(x, y) = 1 on {} has

  1. A.no solution
  2. B.exactly one solution
  3. C.exactly two solutions
  4. D.infinitely many solutions

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The problem has a solution on an open set containing the line { : ax + by = 0} if

  1. A.a = 1 and b = 0
  2. B.a = 1 and b = −1
  3. C.a = 2 and b = 1
  4. D.a = 1 and b = 2

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Consider the quadrature formula |x|f(x)dx ≈ (1/2)(f(−1) + f(1)). Then the degree of precision (also known as order of exactness) of the quadrature formula is

  1. A.0
  2. B.1
  3. C.2
  4. D.3

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If is the extremal of the variational problem minimize yydx, subject to y(0) = 0, y′(0) = 1, y(1) = 2, y′(1) = 4, then is equal to

  1. A.5/8
  2. B.3/4
  3. C.3/8
  4. D.5/4

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If u is a solution of the integral equation dt, where K(x, t) := x(1 − t) for 0 ≤ x ≤ t ≤ 1 and t(1 − x) for 0 ≤ t ≤ x ≤ 1, then

  1. A.dx
  2. B.dx
  3. C.du/dx
  4. D.du/dx

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Consider a particle of mass moving along a horizontal line L that is perpendicular to a vertical wall. Let x denote the distance of the particle from the wall. Suppose a simple pendulum of length l having mass , is attached to the particle, hanging below L with measured from the downward vertical. If the pendulum oscillates in a plane containing L, then the equations of motion in terms of the generalized coordinates x and are (g denotes the acceleration due to gravity)

  1. A.ẍ + lmdṫ and ̈ + (d/dt)(ẋ̇
  2. B.ẍ + lm̈ and ̈ + ẍ̇
  3. C.ẍ + lmdṫ and ̈ dt)(ẋ̇
  4. D.ẍ + l(d/dṫ̇ and ̈ + (d/dt)(ẋ̇

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Suppose that {} is a sequence of independent and identically distributed (i.i.d.) random variables with the common probability density function . Then which of the following statements is true?

  1. A. and have the same distribution.
  2. B. converges to 0 in probability, as .
  3. C.Median of {} converges to 0 in probability, as .
  4. D.E(||

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Let be 6 urns such that urn U_k contains balls, out of which 3k are white balls and are black balls, k = 1, 2, …, 6. An urn is selected with the probability of selecting urn U_k being proportional to (k + 3). A ball is chosen randomly from the selected urn. Then the probability that urn was selected, given that the ball drawn is white, is equal to

  1. A.7/13
  2. B.6/13
  3. C.1/6
  4. D.7/9

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Planes take off in a busy airport in accordance with the Poisson process with rate 60 planes per hour. 10% of these planes are cargo planes and 90% are passenger planes. Given that 10 cargo planes have taken off during one hour, what is the expected total number of planes that have taken off in that hour?

  1. A.90
  2. B.54
  3. C.64
  4. D.50

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Consider an M/M/3 queuing system with arrival rate and service rate . Define, for if the first transition is from i to i + 1, and if the first transition from i is i − 1. Then, equals

  1. A.33/169
  2. B.34/169
  3. C.35/169
  4. D.36/169

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Suppose X ~ Uniform(5, 10). Define Z = X + 3 if X ≤ 7, and Z = X − 3 otherwise. Then E(Z) is

  1. A.4.5
  2. B.6.9
  3. C.7.5
  4. D.34.5

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Let X and Y be independent random variables such that X follows U(0, 1) distribution and Y follows Bernoulli distribution with success probability p ∈ (0, 1). Define Z = X + Y. Let be the observed values from the distribution of Z. Then the maximum likelihood estimate of p equals

  1. A.1/4
  2. B.1/2
  3. C.1/3
  4. D.1/6

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Suppose that the probability density function of the random variable X is if , and 0 otherwise, where is an unknown parameter. Based on a single observation X, the confidence coefficient of the confidence interval [(2/5)X, (5/2)X] for is

  1. A.0.36
  2. B.0.55
  3. C.0.76
  4. D.0.95

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Let be a random sample from distribution Poisson. Let , be the prior distribution of . Under the squared error loss function, which of the following is the Bayes estimator of ?

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

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Let X be a random variable with the probability density function if 0 < x < 1, and 0 otherwise, where . Based on single observation x, the critical region of the most powerful test for testing null hypothesis against alternative hypothesis , at level of significance , is

  1. A.x < 1/4
  2. B.x > 3/4
  3. C.1/2 < x < 3/4
  4. D.1/4 < x < 1/2

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Consider a multiple linear regression model , where errors are uncorrelated with zero mean and finite variance . Here, is the i-th response. Let Ŷ be the i-th predicted response by the least squares estimation method, and let ̂ Ŷ. Then, which of the following statements is true?

  1. A.Var(Ŷ
  2. B.Cov(Ŷ, Ŷ
  3. C.̂
  4. D.̂

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Let X, Y and Z be independent and identically distributed (i.i.d.) random variables with distribution N(0, 1). Define U = 2X, V = 3X + Y, W = X + 4Z. Then the partial correlation coefficient of V and W, given U is

  1. A.0
  2. B.0.5
  3. C.−1
  4. D.1

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Consider the following design where the columns represent blocks and the letters represent treatments — block 1: A, B; block 2: C, D; block 3: A, C; block 4: B, D; block 5: A, D; block 6: B, C; block 7: A, E; block 8: B, E; block 9: C, E; block 10: D, E. Then, which of the following statements is NOT true?

  1. A.The design is a balanced incomplete block design.
  2. B.The design is connected.
  3. C.The design is binary.
  4. D.The design is symmetric.

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Let A, B, and C be sets. Which of the following sets is equal to A \ (B \ C)?

  1. A.A \ B
  2. B.(A \ B) ∪ C
  3. C.A \ (B ∪ C)
  4. D.(A \ B) ∪ (A ∩ C)

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What is the number of injective functions from {1, 2, …, 7} to {1, 2, …, 10}?

  1. A.
  2. B.10!/7!
  3. C.10!/3!
  4. D.

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For integers n ≥ 0, let be defined by . Which of the following statements is true about the series ?

  1. A.The series is neither absolutely convergent nor uniformly convergent.
  2. B.The series is both absolutely convergent and uniformly convergent.
  3. C.The series is absolutely convergent but not uniformly convergent.
  4. D.The series is uniformly convergent but not absolutely convergent.

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Consider the sequences and defined by and . Which of the following statements is true?

  1. A.For every there exists some n such that
  2. B.For every there exists some n such that
  3. C.For every there exists some n such that
  4. D.For every there exists some n such that

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Let be defined by . Let dx). Which of the following statements is true?

  1. A.A = 0
  2. B.A = 1
  3. C.A = sin(1)/2
  4. D.A = sin(1/4)

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Consider the power series with coefficients in real numbers . Which of the following statements is true?

  1. A.The radius of convergence of the series is 1/e
  2. B.The series converges at x = 5
  3. C.The series converges at x = 3
  4. D.The series converges for all x with |x| < 1/2

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Let U denote the span of {eᵗ, ᵗ, ᵗ} in the real vector space of continuous functions from to . Consider the vector spaces V = { | f is an linear transformation} and W = {f ∈ V | ᵗ) = 0}. Which of the following statements is true?

  1. A.Both V and W are infinite-dimensional
  2. B.dim V = 3 and dim W = 1
  3. C.dim V = 3 and dim W = 2
  4. D.V is infinite-dimensional and dim W = 0

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Let be a nonzero vector that lies in the orthogonal complement (with respect to the standard inner product) of the row-space of the matrix A = [[2, 2, 7], [3, 1, 4]]. If a, b, c are all integers, then what is the smallest possible value of |a + b + c|?

  1. A.5
  2. B.10
  3. C.15
  4. D.20

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Let A = [[0, a, 0], [0, 0, b], [c, 0, 0]], where a, b, c are real numbers with abc = 1. If , then which of the following statements is true?

  1. A.det B = 1
  2. B.det A = 0
  3. C.rank(B) = 2
  4. D.

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For a variable x, consider the vector space V = { | }. Let T : V → V be the linear transformation defined by T(f) = f + df/dx, where df/dx denotes the derivative of f with respect to x. Which of the following statements is true?

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

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Let V be the vector space of 5 × 5 real matrices. Let S = {AB − BA | A, B ∈ V} and W denote the subspace of V spanned by S. Let be the linear transformation mapping a matrix A to its trace. Which of the following statements is true?

  1. A.W = ker(T)
  2. B.W ⊊ ker(T)
  3. C.W ∩ ker(T) ⊊ W
  4. D.W ∩ ker(T) ⊊ ker(T)

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Consider the bilinear form defined by , where and in . Let A denote the matrix of B with respect to the standard ordered basis of . Which of the following statements is true?

  1. A.det A = 0
  2. B.det A = −1
  3. C.B(x, x) ≠ 0 for all nonzero .
  4. D.If is nonzero, then there exists such that B(x, y) ≠ 0.

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Let be the function defined by f(z) = e^((cos(1+i)) sin z). For z = x + iy , write f(z) as u(x, y) + iv(x, y), where u, v are real-valued functions. Which of the following is the value of ?

  1. A.0
  2. B.(e + 1/e)(cos 1)/2
  3. C.(e − 1/e)(cos 1)/2
  4. D.1

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Let 𝔻 = {z = x + iy : |z| < 1} be the open unit disc and f : 𝔻 holomorphic function such that f(0) = 0. Let |f(z)|, and . Which of the following statements is FALSE?

  1. A.f can be extended to as an entire function.
  2. B.f must have infinitely many zeros in 𝔻.
  3. C.f is not a polynomial.
  4. D.exp(f) cannot take every complex value.

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Let ℍ = {z = x + iy | y > 0} and f : ℍ be a non-constant holomorphic function satisfying |f(z)| < 1 for all z ∈ ℍ. Which of the following statements is true?

  1. A.iy) = 0
  2. B.iy) is a complex number with absolute value 1.
  3. C. |f′(iy)|
  4. D.iy) is not a real number.

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For integers m, n ≥ 1, let dz, where C is the circle { : |z| = 1} oriented counterclockwise. Which of the following statements is true?

  1. A.I_(m,n) = 1 if m = n
  2. B.I_(m,n) = 1 if m + 1 = n
  3. C.I_(m,n) = 1 if m = n + 1
  4. D.I_(m,n) = 1 if m = n + 2

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For integers n > 1, let G(n) denote the number of groups of order n, up to isomorphism, i.e. G(n) is the number of isomorphism classes of groups of order n. Which of the following statements is true?

  1. A.If G(n) = 1, then n is prime.
  2. B.G(8) = 2
  3. C.If , then G(n) > 1. (Here denotes the Euler function.)
  4. D.

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We say that a group G has property (A) if every non-trivial homomorphism from G to any group is injective. Which of the following groups has property (A)?

  1. A.The cyclic group of order 6.
  2. B.The symmetric group .
  3. C.The alternating group .
  4. D.The dihedral group with ten elements.

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Let be the polynomial ring in two variables over . For which of the following ideals I, the quotient ring is NOT an integral domain?

  1. A.I = (x, y)
  2. B.I = (x + y)
  3. C.
  4. D.I = (xy − 1)

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Which of the following statements is true?

  1. A.{m + ne | } is a dense subset of .
  2. B.Open connected subsets of need not be path-connected.
  3. C.Let X be a topological space and continuous surjective open map. If p⁻{}) is connected for every , then X must be connected.
  4. D.Compact subsets of any infinite topological space are closed.

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Suppose that the differential equation dxdy/dx transforms into a second order differential equation with constant coefficients under the change of independent variable given by s = s(x) satisfying (ds/dx)(0) = 1. Then which of the following statements is true?

  1. A.e⁻ˣ(P(x) + 1) is a constant function on
  2. B.e^(−2x)P(x) is a constant function on
  3. C.
  4. D.P(x) → 1 as

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Given that is a solution of the ordinary differential equation (ODEdxdy/dx + (4x + 6)y = 0, x > 0. Let be the solution of the ODE satisfying the conditions and (dydx. Then which of the following statements is true?

  1. A. is a strictly increasing function on
  2. B. as
  3. C. is a strictly decreasing function on
  4. D. as

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Let u = u(x, y) be the solution of the Cauchy problem , with . Then which of the following statements is true?

  1. A.u(1, 0) = 0
  2. B. whenever
  3. C. for all
  4. D. whenever

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Let u = u(x, t) be a solution of the wave equation satisfying the condition u(0, t) = 0, ∀t ≥ 0. Then which of the following statements is true?

  1. A.u(x, t) = 0, whenever x = t
  2. B.u(x, t) = 0, whenever x = −t
  3. C.u(−x, t) = u(x, t), whenever x > 0, t > 0
  4. D.u(−x, t) = −u(x, t), whenever 0 < x ≤ t

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Let be such that sup(x≠y) |f(x) − f(y)|/|x − y| = L, where . Let be a differentiable function satisfying |h′(x)| ≤ 3/4 for all . For , define for . Consider the sequence {}(k≥0) defined by , where . The sequence {}(k≥0) converges to the solution of the equation x = g(x) if

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

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Let S denote the set of all solutions of the Euler-Lagrange equation of the variational problem: minimize dx, subject to dx = 1. Then the set {} is equal to

  1. A.{}
  2. B.{}
  3. C.{}
  4. D.{}

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Let , and be a function such that every solution of the boundary value problem dxdu/dx)(0) = u(0), (du/dx)(1) = 0 satisfies the integral equation dt = 0. Then

  1. A.K(x, t) = (1 + x)(1 − t) for 0 ≤ x ≤ t ≤ 1, and (1 + t)(1 − x) for 0 ≤ t < x ≤ 1
  2. B.K(x, t) = −1 − x for 0 ≤ x ≤ t ≤ 1, and −1 − t for 0 ≤ t < x ≤ 1
  3. C. for 0 ≤ x ≤ t ≤ 1, and for 0 ≤ t < x ≤ 1
  4. D.K(x, t) = (1 + x)(t − 1) for 0 ≤ x ≤ t ≤ 1, and (1 + t)(x − 1) for 0 ≤ t < x ≤ 1

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Two blocks of equal mass m are connected by a flexible inelastic cord of mass M. One block is placed on a smooth horizontal table, the other block hangs over the edge. The total potential energy of the entire cord is given by (−Mg, where x is the distance of the hanging block from the edge of the table, l is the length of the cord, and g is the gravitational acceleration. Then

  1. A.ẍ = (l/g)(ml + Mx)/(2m + M)
  2. B.ẍ = (l/g)(Ml + mx)/(m + M)
  3. C.ẍ = (g/l)(ml + Mx)/(m + M)
  4. D.ẍ = (g/l)(ml + Mx)/(2m + M)

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dx dx equals

  1. A.1
  2. B.1/2
  3. C.2
  4. D.2/3

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Let be 5 urns such that urn U_k contains balls, out of which 2k are white balls and are black balls, k = 1, 2, …, 5. An urn is selected with probability of selecting urn U_k being proportional to (k + 2). A ball is chosen randomly from the selected urn. Then, the probability that the urn was selected, given that the ball drawn is white, is equal to

  1. A.3/5
  2. B.2/5
  3. C.1/5
  4. D.3/4

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In an examination question paper, all questions are 'True' or 'False' type. These are arranged in such a way that three-fourth of times a question with answer 'True' is followed by a question with answer 'True'. Also two-third of times a question with answer 'False' is followed by a question with answer 'False'. If the question paper has 100 questions, the approximate probability that the correct answer of the 100-th question is 'True', is

  1. A.3/7
  2. B.4/7
  3. C.3/4
  4. D.5/6

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Consider an M/G/1 queuing system with arrival rate and independent and identically distributed successive service times having probability density function g(x) = xe⁻ˣ if x > 0, and 0 otherwise. Define, for if the first transition is from i to i − 1, and if the first transition from i is i + 1. Then, equals

  1. A.5/32
  2. B.5/24
  3. C.3/16
  4. D.8/15

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Suppose that X ~ binomial, and Y ~ Poisson. If 3E(Y) = E(X), then which of the following is true?

  1. A.Var(X) > 3Var(Y)
  2. B.2Var(Y) < Var(X) < 3Var(Y)
  3. C.Var(Y) < Var(X) < 2Var(Y)
  4. D.Var(X) < Var(Y)

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Let be a random sample from a gamma distribution with shape parameter and scale parameter . For a suitable constant C, the rejection region of the most powerful test for testing against is of the form

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

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Suppose is a most powerful test of size 0.05 for testing a simple null hypothesis against a simple alternative hypothesis . If the power of the test is 0.4, then which of the following is true?

  1. A. is a most powerful test at level 0.6 for testing against .
  2. B. is a most powerful test at level 0.4 for testing against .
  3. C. is a most powerful test at level 0.05 for testing against .
  4. D. is NOT a most powerful test for testing against at any level.

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Let be a random sample from Uniform distribution, where . The maximum likelihood estimator of is

  1. A.min{1 − min{}, max{}}
  2. B.max{1 − min{}, max{}}
  3. C.min{min{}, 1 − max{}}
  4. D.max{min{}, 1 − max{}}

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Let be a random sample of size 5 from an absolutely continuous distribution having median M. Let S denote the number of greater than 0. For testing against , let if if S = c, and 0 if S < c be a test of size , where and c ∈ {−1, 0, …, 5} are fixed constants. Then equals

  1. A.11/25
  2. B.49/6
  3. C.103/25
  4. D.53/6

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Consider a multiple linear regression model , where the errors are uncorrelated with zero mean and finite variance . Here, is the i-th response. Let Ŷ be the i-th predicted response by the least squares estimation method, and let ̂ Ŷ. Then, which of the following statements is true?

  1. A.̂
  2. B.̂̂, for all i ≠ k = 1, 2, …, n
  3. C.Var(Ŷ
  4. D.E(Ŷ

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Let X, Y and Z be random variables such that S = [[X, Y], [Y, Z]] ~ , where denotes the Wishart distribution and . Define . Then, Var(T) equals

  1. A.77/6
  2. B.81/8
  3. C.83/9
  4. D.79/7

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Let P be the population proportion of units possessing a certain attribute in a population of N units. Let p be the sample proportion in a simple random sample (without replacement) of n units, (2 ≤ n < N). Then an unbiased estimator of P(1 − P) is

  1. A.((N − n)/(Nn))p(1 − p)
  2. B.((N − n)/((N − 1)n))p(1 − p)
  3. C.(n/(n − 1))p(1 − p)
  4. D.(((N − 1)n)/(N(n − 1)))p(1 − p)

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Part C

One or more correct options. 4.75 marks, no negative marking, and credit only for exactly the right set.

Consider maximizing the objective function subject to . Then, which of the following statements are true?

  1. A.(5, 0, 1) is a corner point.
  2. B.(4, 1, 1) is an optimal point.
  3. C.The optimal solution is 9.
  4. D.The optimal solution is 10.

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For a real number x, let [x] denote the largest integer ≤ x. Which of the following sets are uncountable?

  1. A.{ | [x] = 1}
  2. B.{ | x − [x] = 1/2}
  3. C.{ | }
  4. D.{ | }

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Let A = { | }. Which of the following statements are true?

  1. A.sup A is finite.
  2. B.
  3. C.
  4. D.

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Let be a continuous function such that . Let S = { | f(c) = c}. Which of the following statements are true?

  1. A.S is empty.
  2. B.S is non-empty.
  3. C.f must be uniformly continuous.
  4. D.f need not be uniformly continuous.

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Let be a uniformly continuous function. For each positive integer n and , let and be defined by and nx). Which of the following statements are necessarily true?

  1. A. converges uniformly on any compact subset of but not on .
  2. B. converges uniformly on .
  3. C.There exists a subsequence of that converges uniformly on .
  4. D.For every compact subset , there exists a subsequence of that converges uniformly on K.

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Consider the following functions on the interval . Which of the following statements are true?

  1. A. converges uniformly on [0, 1].
  2. B. does not converge uniformly on [0, 1].
  3. C. converges uniformly on [0, 1].
  4. D. does not converge uniformly on [0, 1].

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For each n > 1, let V denote the vector space of all n × n complex matrices and A ∈ V. Which of the following statements are necessarily true?

  1. A.The set {} is linearly independent but the set {} is not linearly independent.
  2. B.If A is a singular matrix, then the set {I, A, …, A^k} spans a (k + 1)-dimensional subspace of V for all k ≤ rank(A).
  3. C.The sets {} and {} both span the same subspace of V.
  4. D.The set {} is linearly dependent.

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For each n > 1, let V be the vector space of all n × n real matrices and A ∈ V be invertible. Consider the linear transformation such that for all k ≥ 1 and is the identity matrix of order n. Which of the following statements are necessarily true?

  1. A. is one-to-one but not onto.
  2. B. is onto but not one-to-one.
  3. C.There exists such that deg f ≤ n and {fg | }.
  4. D.deg h ≥ n for every nonzero .

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Let be linear transformation. For any ordered basis ℬ of , let [T]ℬ denote the matrix of T with respect to ℬ. Suppose that ℬ and ℬ are two ordered bases of such that the matrix [T](ℬ is upper-triangular and [T]_(ℬ. Which of the following statements are FALSE?

  1. A.The characteristic polynomial of T can be .
  2. B.The characteristic polynomial of T can be x(x − 1).
  3. C.The minimal polynomial of T can be .
  4. D.The characteristic polynomial of T can be .

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Let be an linear transformation. Assume that the characteristic polynomial of T has two distinct monic irreducible quadratic factors and . Which of the following statements are true?

  1. A.There exists a nonzero such that .
  2. B.There exists a nonzero such that and .
  3. C.For all nonzero and Tv are linearly independent.
  4. D.If for some nonzero , then {v, Tv, } is a basis of .

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Let (V, ⟨ , ⟩) be an inner product space over and T : V → V be linear transformation. Let and be non-zero vectors in V such that Tv and Tv for some . Let ⟩/‖. Suppose that is non-zero and Tv for some . Which of the following statements are true?

  1. A.The set {} is linearly independent.
  2. B.If , then ⟨⟩ = 0.
  3. C.If , then .
  4. D.If , then .

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Let V be a two-dimensional real vector space with a basis {}. Let be a symmetric bilinear form. Let . Which of the following statements are necessarily true?

  1. A..
  2. B.If r = s = t, then either f(v, v) ≥ 0 for all v ∈ V or f(v, v) ≤ 0 for all v ∈ V.
  3. C.If f is positive definite, then r ≠ s, s ≠ t and r ≠ t.
  4. D.If f is positive definite, then .

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For z = x + iy , let f(z) = u(x, y) + iv(x, y) be an entire function such that u(x, y) + v(x, y) = 1. Which of the following statements are FALSE?

  1. A.f is a constant function.
  2. B.If , then f(0) + f(1) = 1.
  3. C. is connected.
  4. D.If , then f(i) + f(1) = 2.

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Consider the disc 𝔻 = { : |z| < 1} and a non-constant holomorphic function f : 𝔻 → 𝔻. Suppose that f(0) = 0. For each n ≥ 1 and z ∈ 𝔻, define . Which of the following statements are true?

  1. A.The series converges only at z = 0.
  2. B.The series converges pointwise only on a countable set E ⊆ 𝔻 but not on 𝔻 \ E.
  3. C.The series converges pointwise at all points of 𝔻 but not uniformly on some compact subsets of 𝔻.
  4. D.The series converges uniformly on all compact subsets of 𝔻 to a holomorphic function on 𝔻.

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Let G be a finite group. For any prime number p, let E(p) = {g ∈ G | g^p = 1}. Which of the following statements are true?

  1. A.If p divides |G|, then E(p) is a subgroup of G.
  2. B.For all p, E(p) is a subgroup of G.
  3. C.If E(p) is a subgroup of G, then p divides |G|.
  4. D.If G is abelian, then E(p) is a subgroup of G.

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Which of the following quotient rings are fields?

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

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Consider with the Euclidean metric d. Let , and for any integer . Let X = ⋃, where is the line segment joining and O. Define as follows: d_X(a, b) = d(a, b) when for some n, and d_X(a, b) = d(a, O) + d(b, O) otherwise. Let be the smallest topology such that the sets {} are open in for all a ∈ X and . Which of the following statements are true?

  1. A.d_X is a metric on X which induces the topology .
  2. B.The topological space is connected.
  3. C. converges to in the topological space .
  4. D.The topological space is compact.

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Consider the ordinary differential equation (ODEdxdy/dx, where . Note that the ODE transforms into an equation with constant coefficients under the change of independent variable given by t = e^(2x)/2. Then which of the following statements are true?

  1. A.For , all the solutions of the ODE tend to zero as
  2. B.For , there exists a solution of the ODE which tends to 1 as
  3. C.For , there exists an unbounded solution of the ODE on
  4. D.For , there exists an unbounded solution of the ODE on

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If x = x(t), y = y(t) is the solution of the initial value problem dx/dt + dy/dt = 2x − 3y + eᵗ, dx/dt + 2(dy/dt) = 3x − 4y + 2eᵗ, x(0) = −1, y(0) = −1/2, then which of the following statements are true?

  1. A.
  2. B.
  3. C.x has infinitely many zeros in
  4. D.y has infinitely many zeros in

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Let u = u(x, t) be the solution to the initial value problem , where f is a twice continuously differentiable function defined on satisfying f(x) → 0 as |x| . Then which of the following statements are true?

  1. A.For every
  2. B.For every
  3. C.For every
  4. D.For every

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Define S := {}, ‖y‖|y(x)| for every {y ∈ S : ‖y‖}, {y ∈ S : ‖y‖ ‖y′‖}. Consider the functional given by dx, then there exists an such that

  1. A.J[y] ≤ J[0] for every
  2. B.J[y] ≤ J[0] for every
  3. C.J[y] ≥ J[0] for every
  4. D.J[y] ≥ J[0] for every

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Consider the variational problem minimize yy′]dx, where y(0) and y(1) are free. Then which of the following statements are true?

  1. A.There are infinitely many extremals
  2. B.There are more than one but only finitely many extremals
  3. C.There is no extremal
  4. D.There is a unique extremal

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Consider the boundary value problem (BVPdxdy/dx. Then which of the following statements are true?

  1. A.The BVP has a non-zero solution if
  2. B.The BVP has a non-zero solution if
  3. C.The BVP has a non-zero solution y = y(x) satisfying for every integer k if
  4. D.The BVP has a non-zero solution y = y(x) satisfying for every integer k if

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Consider a particle of mass m which is moving on a surface due to gravity. Suppose the Lagrangian of the particle in the cylindrical coordinates is given by ̇gr, where is a positive constant, and g is the acceleration due to gravity. If the particle is in circular motion, then

  1. A.|̇|
  2. B.|̇|
  3. C.|̇|
  4. D.|̇|

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Let be a sequence of independent random variables with following N(0, 1 + 1/i) distribution for all . Let X be N(0, 1)-random variable independent of {}. Then, which of the following statements are true?

  1. A. converges to X in probability as
  2. B. converges to X in distribution as
  3. C. converges to Z in distribution as , where Z follows the distribution N(0, 2).
  4. D.X/|| converges to M in distribution as , where M follows standard Cauchy distribution.

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Let be a sequence of independent and identically distributed (i.i.d.) U(0, 1) random variables. Let be the geometric mean of for . Let and be degenerate random variables such that and . Then, which of the following statements are true?

  1. A. converges in r-th mean to as , for any r > 0
  2. B. converges in probability to as
  3. C. converges in distribution to as
  4. D. converges in r-th mean to as , for any r > 0

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Let be independent and identically distributed (i.i.d.) random variables such that for cx, where . Then, which of the following statements are true?

  1. A.E(||
  2. B. in probability as
  3. C.E(1/||
  4. D.

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Consider the Markov chain with state space {0, 1, 2, 3, 4} and the transition probability matrix P = [[0.4, 0.3, 0.3, 0, 0], [0, 0.5, 0, 0.5, 0], [0.5, 0, 0.5, 0, 0], [0, 0.5, 0, 0.5, 0], [0, 0.3, 0, 0.3, 0.4]]. Then, which of the following statements are true?

  1. A.The state space can be partitioned into exactly two equivalence classes.
  2. B.States 0 and 2 are recurrent.
  3. C.States 1 and 3 are recurrent.
  4. D.State 4 is transient.

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Let X and Y be independent random variables with the moment generating functions M_X(t) = (1/9)(2 + eᵗ and M_Y(t) = exp[eᵗ , respectively. Then, which of the following statements are true?

  1. A.P(XY = 0) = (4 + 5e⁻
  2. B.
  3. C.Var(X + Y) = 2
  4. D.Cov(2X + Y, X − 2Y) = −10/9

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Let be a random sample of size 10 from a Bernoulli distribution with success probability , where is an unknown parameter. If , then which of the following statements are true?

  1. A.For M = 0, the maximum likelihood estimate of is equal to 0.
  2. B.For M = 10, the maximum likelihood estimate of does not exist.
  3. C.The maximum likelihood estimator of exists for M ∈ {1, 2, …, 9} and is equal to ln(10/M − 1).
  4. D.The method of moments estimator of exists and is equal to M/10.

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Let be a random sample of size n from distribution, where is an unknown parameter. If {}, n = 1, 2, …, then which of the following statements are true?

  1. A. is a consistent estimator of .
  2. B. is an unbiased estimator of .
  3. C. is a consistent estimator of .
  4. D.

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Consider a manufacturing unit producing three-component series systems, where component's lifetimes are independent and identically distributed random variables with hazard function if x > 0, and 0 otherwise. Here, is an unknown parameter. Let be a random sample of size 3 on lifetimes of systems produced by the manufacturing unit. Let . If ̂ is the maximum likelihood estimate of based on the realization of the random sample, then which of the following statements are true?

  1. A.̂ ∈ (0.0, 0.2)
  2. B.̂ ∈ (0.1, 0.3)
  3. C.̂ ∈ (0.2, 0.4)
  4. D.̂ ∈ (0.3, 0.5)

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The life (in hours) of an electrical component is exponentially distributed with mean . For testing against , three such components are chosen at random. Suppose that we reject the null hypothesis if and only if two or more of these three components survive for less than five hours. Then, which of the following statements are true?

  1. A.The size of the test is 0.01.
  2. B.The power of the test is 0.5.
  3. C.The test is unbiased at level .
  4. D.If all of these three components survive for less than five hours, then the p-value of the test is 0.001.

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Consider a linear model , where the errors are uncorrelated with zero mean and finite variance . Then, which of the following statements are true?

  1. A.Every linear function of , is not estimable.
  2. B.Every , has infinitely many linear unbiased estimators, but a unique best linear unbiased estimator.
  3. C.Each , has only one linear unbiased estimator.
  4. D. is the best linear unbiased estimator of .

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Consider a linear regression model , with r regressors and an intercept. Random error ~ and X has full column rank. Here denotes the identity matrix of order n. Regression coefficients are estimated by the least squares estimation method. Let ̂ and ̂MLE), respectively, be the mean squares residuals and the maximum likelihood estimator of . Then, which of the following statements are true?

  1. A.MSÊMLE)) < MSÊ if r = 3, n = 12
  2. B.̂MLÊ if 1 ≤ r ≤ n − 2, n ≥ 3
  3. C.̂MLÊ if 1 ≤ r ≤ 6, n ≥ 12
  4. D.MSÊMLE)) > MSÊ if r = 6, n = 12

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If ᵗ ~ ᵗ, [[3, 1], [1, 3]]), then which of the following statements are true?

  1. A.The distribution of the second principal component is normal with mean 0 and variance 2.
  2. B.The variance of the first principal component is 4.
  3. C.The first principal component explains more than 70% of the total variance.
  4. D.The correlation coefficient between the first and the second principal components is 0.

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Let be a Riemann integrable function. Define ˣ f(t)dt, ∀x ∈ [0, 1]. Which of the following statements are necessarily true?

  1. A.F is Riemann integrable.
  2. B.If F(x) = 0 for all x ∈ [0, 1], then f(x) = 0 for all x ∈ [0, 1].
  3. C.F is uniformly continuous on [0, 1].
  4. D.F is differentiable on (0, 1).

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Let denote the Lebesgue measure on and be a Lebesgue measurable function. For n ≥ 1, let {}. Suppose that . Which of the following statements are true?

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

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Consider the real vector space X = { | f is continuous}, along with the norms ‖·‖ and ‖·‖ defined by ‖f‖|f(x)|dx and ‖f‖|f(x)|dx)^(1/2). For n ≥ 1 and x ∈ [0, 1], let nx. Which of the following statements are true?

  1. A.(‖ is a convergent sequence.
  2. B.(‖ is a convergent sequence.
  3. C.Both (‖ and (‖ are convergent sequences.
  4. D.Neither (‖ nor (‖ is a convergent sequence.

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Let ‖·‖ denote the Euclidean norm on and . Let be a function such that |f(x)| ≤ ‖x‖. Which of the following statements are necessarily true?

  1. A.f is differentiable at 0 when .
  2. B.f is differentiable at 0 when .
  3. C.f is continuous at 0 when .
  4. D.f is continuous at 0 when .

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Let g be a real-valued continuous function on the set { | } such that g(0, 1) = g(1, 0) = 0 and g(−x, −y) = −g(x, y). Define by if (x, y) ≠ (0, 0), and f(x, y) = 0 if (x, y) = (0, 0). For each , define by h_(a,b)(t) = f(ta, tb). Which of the following statements are necessarily true?

  1. A.The function h_(a,b) is differentiable on for each .
  2. B.There exists such that h_(a,b) is not differentiable at t = 0.
  3. C.The function f is differentiable at the point (0, 0).
  4. D.If the function f is differentiable at (0, 0) then g is identically zero.

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Which of the following statements are true?

  1. A.There exists a 5 × 5 real matrix whose minimal polynomial is .
  2. B.There exists a 5 × 5 real matrix whose minimal polynomial is .
  3. C.There exists a 5 × 5 complex matrix whose minimal polynomial is .
  4. D.There exists a 5 × 5 complex matrix whose minimal polynomial is .

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Let n be a positive integer and A, B be n × n complex matrices such that the minimal polynomials of A and B are the same. Which of the following conditions ensure that A is similar to B?

  1. A.n = 3 and the characteristic polynomials of A and B are the same.
  2. B.n = 4 and A has two distinct eigenvalues.
  3. C.n = 5 and A has some eigenvalue for which the dimensions of the eigenspaces of A and B are the same.
  4. D.n = 6 and A has only one eigenvalue and for this eigenvalue the dimensions of the eigenspaces of A and B are the same.

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Let \ {0} be a non-zero holomorphic function such that |f(z)| ≤ |z|^(5/2) + 1/|z| \ {0}. Which of the following statements are true?

  1. A.f has a pole at z = 0.
  2. B.There is an entire function g such that f = g on \ {0}.
  3. C.f is a polynomial of degree at most 2.
  4. D.f has an essential singularity at z = 0.

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Let be a polynomial of degree ≥ 3. Suppose that p(0) = 0 and p′(0) ≠ 0. Let \ {0} be defined by . Which of the following statements are true?

  1. A.f has a removable singularity at z = 0.
  2. B.f has a simple pole at z = 0.
  3. C.dz = 0, where C is any counterclockwise oriented smooth closed curve in .
  4. D.dz ia, where { : |z| = 2025} is a counterclockwise oriented circle.

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An abelian group G is said to have property (P) if for any subgroup N of G, there exists a subgroup H of G such that G = N + H and N ∩ H = {0}. Which of the following statements are true?

  1. A.If an abelian group G has property (P), every subgroup of G has property (P).
  2. B.If an abelian group G has property (P), then every element of G has finite order.
  3. C.The group has property (P).
  4. D.If an abelian group G has property (P), then no element has order , where p is a prime number.

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Which of the following rings are integral domains?

  1. A.The ring of polynomials in 3 variables over .
  2. B.The ring of complex analytic functions on the open unit disc in .
  3. C.The ring of 2 × 2 real matrices.
  4. D.The ring of continuous functions from [0, 1] to .

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For a finite group G, let S(G) denote the set of all its Sylow subgroups. A finite group G is said to have property (J) if G is isomorphic to the direct product . Which of the following statements are true?

  1. A.Any group with p(p + 2) elements, where p and p + 2 are both prime numbers, has property (J).
  2. B.Any finite abelian group has property (J).
  3. C.The symmetric group has property (J).
  4. D.Any group with 77 elements has property (J).

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Which of the following statements are true?

  1. A.If K is the splitting field of a non-constant polynomial over , then K is Galois over .
  2. B.If K is a normal extension of , then K is Galois over .
  3. C.If K is the set of all the roots of the polynomial in an algebraic closure of 𝔽, then K is Galois over 𝔽, where 𝔽 is the field with 11 elements.
  4. D.If , where is a primitive 13th root of unity in , then K is Galois over .

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Let X and Y be topological spaces and f : X → Y be a continuous function. Which of the following statements are true?

  1. A.If X and Y are compact, Y is Hausdorff and f is onto, then X is also Hausdorff.
  2. B.If X is an infinite compact set and f is a homeomorphism from X to f(X) (where f(X) is given the subspace topology), then Y is compact.
  3. C.If X is Hausdorff and f is onto, then Y is Hausdorff.
  4. D.If f is a homeomorphism, then X is second-countable if and only if Y is second-countable.

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Consider the partial differential equation . Which of the following partial differential equations can be obtained by a change of independent variables given by ᵗ = A(x, y)ᵗ for some 2 × 2 invertible matrix A with real entries?

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

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Consider the following statements: : There exists an such that , the iterative sequence defined by , converges to : There exists an such that , the iterative sequence defined by , converges to : There exists an such that , the iterative sequence defined by , converges to 3. Then which of the following statements are true?

  1. A. and are true but NOT
  2. B. and are true but NOT
  3. C. and are true but NOT
  4. D.Each of , and is true

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Let be a function such that f and its partial derivatives of orders less than or equal to 3 are continuous and bounded. Let be the solution of dy/dt , where . For h > 0, denote t_j = jh. Let Y_j be an approximation of y(t_j), defined by Y_(j+1) = Y_j + ahf(t_j, Y_j) + bhf(t_(j+1), Y_j + chf, where . If there exists an M > 0 such that |y(t_(j+1)) − y(t_j) − ahf(t_j, y(t_j)) − bhf(t_(j+1), y(t_j) + chf(t_j, y(t_j)))| ≤ Mh for every h > 0, and every j with 0 ≤ (j+1)h < 1, then

  1. A.a + b = 1
  2. B.a + b = c
  3. C.a + b + c = 0
  4. D.

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The integral equation dt has infinitely many solutions if

  1. A.f(x) = cos x
  2. B.f(x) = cos 5x
  3. C.f(x) = sin x
  4. D.f(x) = sin 5x

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Let R(x, t) and u(x) denote the resolvent kernel and the solution, respectively, of the Volterra integral equation u(x) = eˣ dt. Then which of the following statements are true?

  1. A.R(x, t) = 1
  2. B.R(x, t) = e^(t−x)
  3. C.u(ln 8) = 10
  4. D.u(ln 7) = 9

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Let be a random sample from a population with absolutely continuous cumulative distribution function F(·). The corresponding order statistics are X(1:n) < X(2:n) < ⋯ < X(r:n) < ⋯ < X(n:n). Define, for r = 2, 3, Y(r,n) = nF(X(r:n)). Suppose that Y(r,n) converges in distribution to a random variable Y_r as . Then, which of the following statements are true?

  1. A. follows gamma distribution with .
  2. B.E(Y(2,n)) → 2 as
  3. C. follows beta distribution with .
  4. D.Y(3,n) follows beta distribution with parameters 3 and n − 1.

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Let X, Y, Z be independent and identically distributed (i.i.d.) random variables, each following Bernoulli. Then, which of the following statements are true?

  1. A. is a sufficient statistic for .
  2. B. is a minimal sufficient statistic for .
  3. C.2(X + Y + Z) is a complete sufficient statistic for .
  4. D.(X − 2Y + Z) is an ancillary statistic.

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Let be a random sample of size n from a bivariate distribution F(X,Y) with absolutely continuous marginal distribution functions F_X and F_Y of X and Y, respectively. Let r_S be the Spearman's rank correlation coefficient defined with ranks of and ranks of . Then, which of the following statements are true?

  1. A.If F(X,Y)(x, y) = F_X(x)F_Y(y), ∀(x, y), then E(r_S) = 0, ∀n ≥ 2.
  2. B.If n = 3, then P(r_S = 0) = 0.
  3. C.If F(X,Y)(x, y) = F_X(x)F_Y(y), ∀(x, y), then Var(r_S) = 1/n, ∀n ≥ 2.
  4. D.If n = 4 and F(X,Y)(x, y) = F_X(x)F_Y(y), ∀(x, y), then P(r_S = 0) = 1/24.

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Let and be two mutually independent random samples from populations with absolutely continuous distribution functions F_X and F_Y, respectively. For N = m + n, define iZ where if the i-th observation in the combined ordered arrangement of N observations is from F_X; and , otherwise. Then, which of the following statements are true?

  1. A.If F_X(x) = F_Y(x) ∀x, then E(T_N) = m(N + 1)/2.
  2. B.If F_X(x) = F_Y(x) ∀x, then Var(T_N) = mn(N + 1)/24.
  3. C.If F_X(x) = F_Y(x) ∀x, then the distribution of T_N is symmetric about mn/2.
  4. D.The minimum and maximum possible values of T_N are m(m + 1)/2 and N(N + 1)/2 − m(m + 1)/2, respectively.

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Consider a probability proportional to size without replacement sample involving two draws from a population of N (> 6) units with normed size measures . Then, which of the following statements are true?

  1. A.P(Unit 1 is included in the sample
  2. B.P(Unit 1 and Unit 3 are included in the sample
  3. C.P(Unit 1, Unit 3 and Unit 5 are included in the sample
  4. D.Expected number of distinct units in the sample is

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Consider maximizing the objective function subject to . Then, which of the following statements are true?

  1. A.The optimal solution is 4.
  2. B.An optimal point is (4, 1, 0).
  3. C.The optimal solution is 6.
  4. D.(1/2, 0, 0) is a corner point.

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For each positive integer n, define by nx. Which of the following statements are true?

  1. A. does not converge pointwise on [0, 1].
  2. B. converges pointwise to a continuous function on [0, 1].
  3. C. converges pointwise to a discontinuous function on [0, 1].
  4. D. does not converge uniformly on [0, 1].

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Let be a continuous function. Define ˣ(x − t)g(t)dt, . Which of the following statements are true?

  1. A.f(0) = 0
  2. B.f′(0) exists and f′(0) = 0.
  3. C.f″(0) exists and f″(0) = g(0).
  4. D.f″(0) exists but f″(0) ≠ g(0).

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Let be a monotonic function. Which of the following statements are true?

  1. A.f is Riemann integrable on [0, 1].
  2. B.The set of discontinuities of f cannot contain a non-empty open set.
  3. C.f is Lebesgue measurable function.
  4. D.f is Borel measurable function.

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For a variable x, consider the vector space V = {ax bx cx + d | }. Further, let A = { | f is linear transformation} and B = {f ∈ A | f(1) = 0}. Which of the following statements are true?

  1. A.If f ∈ B, then dim ker f = 3
  2. B.dim B = 3
  3. C.dim A = 4
  4. D.If f ∈ A, then the image of f is a one-dimensional vector space.

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For a variable x, consider the real vector space V = {ax bx cx + d | }. Let D : V → V be the linear transformation where D(f) is the derivative of f with respect to x, and M : V → V be the linear transformation M(f) = xD(f). Which of the following statements are true?

  1. A.DM ≠ MD.
  2. B.D + M is invertible.
  3. C.DM is invertible.
  4. D.rank(DM) = rank(MD).

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Let A, B be 2 × 2 matrices with real entries, and M = AB − BA. Let denote the 2 × 2 identity matrix. Which of the following statements are necessarily true?

  1. A.If A and B are upper triangular, then M is diagonalizable over .
  2. B.If A and B are diagonalizable over , then M is diagonalizable over .
  3. C.If A and B are diagonalizable over , then there exists such that .
  4. D.There exists such that .

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Let denote the vector space of 2 × 2 matrices with real entries. Let A = [[1, 2], [0, 3]] and B = [[−1, 0], [1, 5]]. Define a linear transformation by T(X) = AXBᵗ, where Bᵗ denotes the transpose of the matrix B. Which of the following statements are true?

  1. A.det(T) = 225
  2. B.det(T) = −225
  3. C.Trace(T) = 16
  4. D.Trace(T) = −16

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For a 4 × 4 positive definite real symmetric matrix A and real numbers a, b, c, d, consider the 5 × 5 matrix B whose first row is (0, a, b, c, d), whose first column is (0, a, b, c, d)ᵗ, and whose lower-right 4 × 4 block is A. Which of the following statements are necessarily true?

  1. A.det(B) > 0 for every nonzero .
  2. B.det(B) > 0 for infinitely many .
  3. C.det(B) ≤ 0 for every .
  4. D.det(B) ≤ 0 for infinitely many .

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Let R be a nonzero ring with unity such that for all r ∈ R. Which of the following statements are true?

  1. A.R is never an integral domain.
  2. B.r = −r for all r ∈ R.
  3. C.Every nonzero prime ideal of R is maximal.
  4. D.R must be a commutative ring.

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Let be a product of distinct monic irreducible polynomials , where n ≥ 2. Let (f) denote the ideal generated by f in the ring . Which of the following statements are true?

  1. A. is a field.
  2. B. is a finite dimensional vector space.
  3. C. is a direct sum of fields, each of which is isomorphic to or .
  4. D.There are no non-zero elements such that u^m = 0 for some m ≥ 1.

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Consider the non-homogeneous ordinary differential equation (ODEdxdy/dx + 6y = sin(e^(−5x)), x > 0. Then which of the following statements are true?

  1. A.Every solution of the ODE is bounded on
  2. B.There exists a solution of the ODE which is unbounded on
  3. C.Every solution of the ODE is unbounded on
  4. D.Every solution of the ODE tends to zero as

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If x = x(t), y = y(t) is the solution of the initial value problem dx/dt = x − 4e^(−2t)y, dy/dt = e^(2t)x − y, x(0) = 1, y(0) = 1, then which of the following statements are true?

  1. A.
  2. B.x(1) = 0, y(1/2) = 0
  3. C.x(1/2) = 0, y(1) = 0
  4. D.

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Let u = u(x, y) be the solution of the boundary value problem on (0, 1) × (0, 1), with for and for y ∈ [0, 1]. Then there exists a point such that

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

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Let u = u(x, t) be the solution of the initial-boundary value problem on , with u(x, 0) = 4x(1 − x) for x ∈ [0, 1] and u(0, t) = u(1, t) = 0 for t ≥ 0. Then which of the following statements are true?

  1. A. for all x ∈ (0, 1)
  2. B.u(x, t) = u(1 − x, t) for all x ∈ (0, 1), t > 0
  3. C.dx is a non-increasing function of t
  4. D.dx is a non-decreasing function of t

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Consider the system of two particles with total kinetic energy T = (5/2)ẋ̇̇, and Lagrangian L = (5/2)ẋ̇̇gl , where are generalized coordinates, and g, l are positive constants. Then the non-zero frequency of the normal mode of the system with small oscillations (|| ≪ 1) is

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

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Suppose that a sequence of random variables {} and the random variable X are defined on the same probability space. Then which of the following statements are true?

  1. A. converges to X almost surely as implies that converges to X in probability as .
  2. B. converges to X in probability as implies that converges to X almost surely as .
  3. C.If ℙ[|| for all , then converges to X almost surely as .
  4. D.If converges to X in distribution as , and X is a constant with probability 1, then converges to X in probability as .

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Let {(X_k, Y_k)}(k≥1) be a sequence of independent and identically distributed (i.i.d.) random vectors with common joint probability density function f(x, y) = e^(−y) if , and 0 otherwise. For n = 1, 2, 3, …, let be a random variable denoting the number of elements in the set {k : k = 1, 2, …, n; Y_k ≥ 2}. Then, which of the following statements are true?

  1. A. converges to e⁻ with probability one.
  2. B. converges to e⁻ in probability.
  3. C. converges to 3e⁻ in distribution.
  4. D.ne⁻ converges in distribution to a normal random variable with mean zero and variance e⁻.

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Consider the Markov chain with state space {0, 1, 2} and the transition probability matrix P = [[0, 1/2, 1/2], [3/4, 0, 1/4], [3/4, 1/4, 0]]. Let P⁽⁾ = ((P⁽ denote the n-step transition probability matrix. Then, which of the following statements are true?

  1. A.P⁽
  2. B.P⁽
  3. C.The stationary probability that the chain is in state 2 is 2/7.
  4. D.State 1 is transient.

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Let and be two independent discrete random variables such that follows binomial distribution with parameters n = 2 and p = 1/2, and follows Poisson distribution with mean 1. Consider the following system of equations with three variables and . Then, the probability that the given system of equations has infinite number of solutions equals

  1. A.e⁻
  2. B.e⁻
  3. C.e⁻
  4. D.e⁻

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Let be a random sample from an exponential distribution with probability density function f(x| if , and 0 otherwise, where is an unknown parameter. If {}, then which of the following statements are true?

  1. A. is a 97% confidence interval for .
  2. B. is a 96% confidence interval for .
  3. C. is a 95% confidence interval for .
  4. D. is a 96% confidence interval for .

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Let be a random sample of size n from distribution, where is the unknown parameter. If {}, n = 1, 2, …, then which of the following statements are true?

  1. A. is an unbiased estimator of .
  2. B. for all .
  3. C. is a consistent estimator of .
  4. D.max{} is a consistent estimator of .

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Let be a random sample from distribution, where is unknown. Let be the Bayes estimator of , under the squared error loss function and the prior distribution N(1, 2). If converges in distribution to a random variable Z, as , then which of the following statements are true?

  1. A. converges in probability to , as , for all
  2. B.Z follows normal distribution.
  3. C.
  4. D.

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Let be a random sample from Uniform distribution, . Consider the likelihood ratio test of size 0.001 for testing against . Then, which of the following statements are true?

  1. A.If max{} is 3.1, then is rejected.
  2. B.If max{} is 1.3, then is rejected.
  3. C.If max{} is 0.1, then is rejected.
  4. D.The power of the test at is 1.

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Let be a random sample of size 3 from an absolutely continuous distribution that is symmetric about 0. For i = 1, 2, 3, let denote the rank of || among ||, || and ||. If T⁺ is the Wilcoxon signed-rank statistic, then which of the following statements are true?

  1. A.P(T⁺ = 3) = 1/4
  2. B.Var(T⁺) = 7/2
  3. C.P(T⁺ > 3) = 5/8
  4. D.P(T⁺ > 4) = 1/8

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Consider a linear model , where errors are uncorrelated with zero mean and finite variance . Let ̂ be the best linear unbiased estimator (BLUE) of . Then, which of the following statements are true?

  1. A.The sum of squares residuals is strictly positive with probability 1.
  2. B.For every , there are infinitely many linear unbiased estimators.
  3. C.̂
  4. D. is the BLUE of .

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Consider a linear regression model , with r regressors and an intercept. Random error ~ and X has full column rank. Here denotes the identity matrix of order n. Regression coefficients are estimated by the least squares estimation method. Let ̂ and ̂MLE), respectively, be the mean squares residuals and the maximum likelihood estimator of . Then, which of the following statements are true?

  1. A.MSÊMLE)) < MSÊ if r = 2, n = 12
  2. B.̂MLÊ if 2 ≤ r ≤ n − 2, n ≥ 12
  3. C.̂MLÊ if 1 ≤ r ≤ n − 2, n ≥ 3
  4. D.MSÊMLE)) > MSÊ if r = 7, n = 12

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Let be a bivariate normal random vector with , and correlation coefficient 1/2. Let U be a U(0, 1) random variable, which is independent of . If Z = (UX, then which of the following statements are true?

  1. A.The distribution of Z is symmetric about 0.
  2. B.
  3. C.
  4. D.Z and U are independent random variables.

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Which of the following statements are true?

  1. A.Let with x < y. Then there exists such that x < (2^2024/e)r < y.
  2. B.Let be a sequence of positive real numbers. If there exists a positive real number L such that , then .
  3. C.The set of all finite subsets of is countably infinite.
  4. D.The set of continuous functions from to the set {0, 1} is infinite.

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Consider X = {u | is continuous and u(0) = 0} with the sup norm ‖u‖ = sup(x∈[0,1])|u(x)|. Let dt and S = {|T(u)| : u ∈ X, ‖u‖ ≤ 1}. Which of the following statements are true?

  1. A.S is an unbounded subset of .
  2. B.S is a bounded subset of and sup(S) = 1.
  3. C.There exists u ∈ X such that ‖u‖ = 1 and T(u) = 1.
  4. D.S is a closed subset of .

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Let and be sequences given by {}, and {}. Which of the following statements are true?

  1. A. does not converge.
  2. B.
  3. C.
  4. D.

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For a positive integer n and a subset S of the set of positive integers, let S(n) denote the set {s ∈ S | s ≤ n}. Let X be a subset of the set of positive integers such that |X(n)|/n = 1. Assume that there exist pairwise disjoint subsets of X such that ⋃. Which of the following statements are true?

  1. A. ||/n exists for all 1 ≤ i ≤ 8.
  2. B. ||/n ≥ 0 for all 1 ≤ i ≤ 8.
  3. C. ||/n ≥ 1/8 for some 1 ≤ i ≤ 8.
  4. D. ||/n < 1/8 for all 1 ≤ i ≤ 8.

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Consider the function defined by if x ≠ 0, and f(x) = 0 if x = 0. Which of the following statements are true?

  1. A.lim(x→0) f(x) exists.
  2. B.f is continuous at 0.
  3. C.f is differentiable at 0.
  4. D.lim(x→0) f′(x) does not exist.

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Let be a continuous function such that f(x) = 0 for all x ≤ 0 and for all x ≥ 1. Define . Which of the following statements are true?

  1. A.F is bounded.
  2. B.F is continuous on .
  3. C.F is uniformly continuous on .
  4. D.F is not uniformly continuous on .

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For a positive real number denotes the positive square root of a. Consider the function defined by f(x, y) = (x/|x| for x ≠ 0, and f(x, y) = 0 for x = 0. Which of the following statements are true?

  1. A.f is continuous at (0, 0).
  2. B.The partial derivatives and exist at (0, 0).
  3. C.f is differentiable at (0, 0).
  4. D.f is not differentiable at (0, 0).

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Consider the function defined by xy) for (x, y) ≠ (0, 0), and f(x, y) = 1 for (x, y) = (0, 0). Which of the following statements are true?

  1. A.f is differentiable on \ {(0, 0)}.
  2. B.All the directional derivatives of f exist at (0, 0).
  3. C.f is differentiable on .
  4. D.f is not continuous at (0, 0).

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For every integer n ≥ 2, consider linear transformation . Let V be a subspace of such that T(V) ⊆ V. Which of the following statements are necessarily true?

  1. A.There exists a subspace W of such that and V ∩ W = {0}.
  2. B.There exists a subspace W of such that and V ∩ W = {0}.
  3. C.Suppose that there exists a positive integer k such that Tᵏ is the identity map. Then there exists a subspace W of such that and V ∩ W = {0}.
  4. D.Suppose that there exists a subspace W of such that and V ∩ W = {0}. Then there exists a positive integer k such that Tᵏ is the identity map.

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Let A = [[0, 0, 1], [1, 0, 0], [0, 1, 0]] and B = [[0, 0, 1, 0], [1, 0, 0, 0], [0, 1, 0, 0], [0, 0, 0, 1]]. Which of the following statements are true?

  1. A.Both A and B are diagonalizable over .
  2. B.A is diagonalizable over but not over .
  3. C.Neither A nor B is diagonalizable over , but both A and B are diagonalizable over .
  4. D.Neither A nor B is diagonalizable over .

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Let V be the vector space of real valued continuous functions on the interval with the inner product given by ⟨f, g⟩ dx. Let S = {} and W be the subspace of V generated by S. Which of the following statements are true?

  1. A.S is a basis of W.
  2. B.S is an orthonormal basis of W.
  3. C.There exist f, g ∈ S such that ⟨f, g⟩ = 0.
  4. D.S contains an orthonormal basis of W.

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Let \ {−1, 1} be a holomorphic function that does not take any value in the set { : |z − 1| < 1}. Which of the following statements are true?

  1. A.f is constant.
  2. B.f has removable singularities at −1 and 1.
  3. C.f is bounded.
  4. D.f has either poles or essential singularities at −1 and 1.

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Let P(z) be a non-constant polynomial over . Given R > 0, let S_R = { : |P(z)| < R}. Which of the following statements are true?

  1. A.S_R is an open subset of .
  2. B.S_R is a bounded subset of .
  3. C.|P(z)| = R for every z on the boundary of S_R.
  4. D.Every connected component of S_R contains a zero of P(z).

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Let disc 𝔻 = { : |z| < 1} and f be a holomorphic function on 𝔻 such that the function g(z) = e^(1/z)f(z) on 𝔻 \ {0} is bounded. Which of the following statements are true?

  1. A.f(0) = 0
  2. B.f(z) = 0 for all z ∈ 𝔻.
  3. C.There exists a nonzero constant c such that f(z) = ce^(−1/z) for all z ∈ 𝔻 \ {0}.
  4. D.There exists a nonzero constant c and a positive integer n such that f(z) = cz for all z ∈ 𝔻 \ {0}.

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Let be an entire function such that f(z) = f(iz) for all . Which of the following statements are true?

  1. A.f(z) = f(−z) for all .
  2. B.f′(0) = f″(0) = f‴(0) = 0
  3. C.There is an entire function such that for all .
  4. D.f is necessarily a constant function.

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Which of the following statements are true?

  1. A.The value of the Euler function is even for all integers n ≥ 3.
  2. B.Let G be a finite group and S a subset of G with |S| > |G|/2. Then {ab : a, b ∈ S} = G.
  3. C.The polynomial ring is a Euclidean domain for all integers n ≥ 1.
  4. D.The subset {f ∈ C([0, 1]) : f(1/2) = 0} of the ring C([0, 1]) of continuous functions from [0, 1] to is a prime ideal.

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A group G is said to be divisible if for every y ∈ G and for every positive integer n, there exists x ∈ G such that . Which of the following groups are divisible?

  1. A. with ordinary addition
  2. B. \ {0} with ordinary multiplication
  3. C.The cyclic group of order 5
  4. D.The symmetric group

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Consider the polynomial f(x) = x^2025 − 1 over 𝔽, where 𝔽 is the field with five elements. Let S be the set of all roots of f in an algebraic closure of the field 𝔽. Which of the following statements are true?

  1. A.S is a cyclic group.
  2. B.S has elements, where denotes the Euler function.
  3. C.S has generators, where denotes the Euler function.
  4. D.S has 81 elements.

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Define a topology on as follows: a subset U of is in the topology if and only if U = ∅ or 0 ∈ U. Which of the following statements are true?

  1. A.The set of all irrational numbers is dense in .
  2. B.For each prime number p, the set {} is dense in .
  3. C.[0, 1] is compact in .
  4. D. is Hausdorff.

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Let A, B, C be topological spaces such that A is homeomorphic to B, B is a subspace of C and the closure of B equals C. Let C be homeomorphic to a subspace W of A. Which of the following statements are FALSE?

  1. A.The spaces B, the closure of W, and C are homeomorphic.
  2. B.The spaces B, W, C are homeomorphic.
  3. C.If C is compact, then A, B, C are homeomorphic.
  4. D.If A is connected, then B and C are connected.

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For , let y_b = y_b(x) be the unique solution of the initial value problem dy/dx defined on its maximal interval of existence I_b. Then which of the following statements are true?

  1. A.There exists an such that for every with , the solution y_b is bounded above on I_b
  2. B.There exists an such that for every with , the solution y_b is bounded below on I_b
  3. C.There exists an such that for every with , the solution y_b is bounded above on I_b
  4. D.There exists an such that for every with , the solution y_b is bounded below on I_b

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If and are such that the quadrature formula dx ph is exact for all polynomials of degree as high as possible, then

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

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Let f(x) be the polynomial of degree at most 2 that interpolates the data (−1, 2), (0, 1), and (1, 2). If g(x) is a polynomial of degree at most 3 such that f(x) + g(x) interpolates the data (−1, 2), (0, 1), (1, 2), and (2, 17), then

  1. A.f(5) + g(3) = 50
  2. B.2f(5) − g(3) = 4
  3. C.f(1) + g(3) = 50
  4. D.f(5) + g(3) = 74

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For any , let S(b) denote the set of all broken extremals with one corner of the variational problem: minimize dx, subject to y(0) = 0, y(1) = b. Then which of the following statements are true?

  1. A.S(2) has exactly two elements
  2. B.S(1/2) has exactly one element
  3. C.S(2) is empty
  4. D.S(1/2) has exactly two elements

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Define S := {}. Let be the extremal of the functional given by dx. Define ‖y‖|y(x)| for every y ∈ S and let {y ∈ S : ‖}, {y ∈ S : ‖}. Then which of the following statements are true?

  1. A. for every x ∈ [−1, 1]
  2. B.There exists such that for every
  3. C.There exists such that for every
  4. D.There exists such that for every

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The integral equation dt has a unique solution if

  1. A.f(x) = cos x
  2. B.f(x) = cos 5x
  3. C.f(x) = sin x
  4. D.f(x) = sin 5x

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If u is the solution of the Volterra integral equation ˣ [(3 + sin x)/(3 + sin t)]u(t)dt, then

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

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Let be a random sample from a population with absolutely continuous cumulative distribution function F(·). The corresponding order statistics are X(1:n) < X(2:n) < ⋯ < X(r:n) < ⋯ < X(n:n). For r = 2, 3, define Y(r,n) = nF(X(r:n)). Suppose that Y(r,n) converges in distribution to a random variable Y_r as . Then, which of the following statements are true?

  1. A. follows gamma distribution with .
  2. B.E(Y(3,n)) → 3 as
  3. C. follows beta distribution with .
  4. D.Y(2,n) follows beta distribution with parameters 2 and n − 1.

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Let and be random variables having absolutely continuous distribution functions. Let denote the hazard function of . If for all , then which of the following statements are true?

  1. A.
  2. B.
  3. C. provided both the expectations exist.
  4. D., is the hazard function of the random variable Y = min{}.

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Let X be a random variable with probability density function . If , then which of the following statements are true?

  1. A.E(Zᵐ) = 1/(m + 1), for all
  2. B., where is the cumulative distribution function of standard normal random variable.
  3. C.Z is degenerate at 0.
  4. D.If and are independent and identically distributed (i.i.d.) random variables having distribution same as the distribution of Z, then Z has the same distribution as .

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Let be independent and identically distributed (i.i.d.) Poisson random variables, where . Then, which of the following statements are true?

  1. A. is an unbiased estimator of .
  2. B. is method of moments estimator of .
  3. C.There does not exist any unbiased estimator of .
  4. D. is a sufficient statistic for .

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Consider the following design where the columns represent blocks and the letters represent treatments — block 1: A, B, E; block 2: C, D, E; block 3: A, C, F; block 4: B, D, F; block 5: A, D, G; block 6: B, C, G; block 7: E, F, G. Then, which of the following statements are true?

  1. A.The design is a balanced incomplete block design.
  2. B.The design is not connected.
  3. C.The design is binary.
  4. D.The design is symmetric.

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