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?
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.
Part B
One correct option. 3 marks, −0.75 for a wrong answer.
- A.If A is finite, then there exists a bijection between S and U.✓
- B.If A is finite and B = [0, 1], then there is no bijection between S and T.
- C.There is no bijection between S and U for any choice of A.
- D.If A ≠ B, then there is no bijection between T and U.
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Let (xn)n≥1 be a sequence of real numbers that has a decreasing subsequence (x(nk))k≥1. Assume that lim(k→∞)x(nk)=2025. Which of the following statements is necessarily true?
- A.liminf(n→∞)xn≥2025
- B.limsup(n→∞)xn≤2025
- C.liminf(n→∞)xn≤2025✓
- D.liminf(k→∞)x(nk)>2025
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Consider the sequences (an)n≥1 and (bn)n≥1, defined by an=−2n+∑(k=1..n)1/k and bn=−2n+1+∑(k=1..n)1/k. Which of the following statements is true?
- A.(an)n≥1 converges but (bn)n≥1 does not converge.
- B.(bn)n≥1 converges but (an)n≥1 does not converge.
- C.Both (an)n≥1 and (bn)n≥1 converge.✓
- D.Neither (an)n≥1 nor (bn)n≥1 converges.
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Let f:R→R be a non-constant continuous function. Which of the following statements is necessarily true?
- A.For every bounded subset A⊆R,f⁻1(A) is a bounded subset of R.
- B.For every Cauchy sequence (xn)n≥1 in R,(f(xn))n≥1 is a Cauchy sequence in R.✓
- C.There exists x∈R such that f(x) = x.
- D.There exists x∈R such that f(x) = 0.
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Let f:R→[0,∞) be a bijective function. Which of the following statements is true?
- A.f is monotone.
- B.f is continuous but not strictly monotone.
- C.f is not continuous.✓
- D.f is continuous but not uniformly continuous.
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Consider the sequences (fn)n≥1 and (gn)n≥1 of functions defined on the interval [−1, 1] by fn(x)=(−1)n(x2+n)/n2 and gn(x)=(−1)n(x2+n2)/n3. Which of the following statements is true?
- A.∑(n≥1)fn and ∑(n≥1)gn are uniformly convergent on the interval [−1, 1].✓
- B.∑(n≥1)fn is uniformly convergent on the interval [−1, 1], but ∑(n≥1)gn is not.
- C.∑(n≥1)gn is uniformly convergent on the interval [−1, 1], but ∑(n≥1)fn is not.
- D.Neither ∑(n≥1)fn nor ∑(n≥1)gn is uniformly convergent on the interval [−1, 1].
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Let V be a vector space over R. Let T1,T2:V→V be two R−linear transformations such that T1+T2 and T1−T2 are linearly independent over R. Consider the following statements: (A) The transformations T1 and T2 are linearly independent over R.(B) There exist R−linear transformations T3,T4:V→V such that {T1+T2,T1−T2,T3,T4} is linearly independent over R. Which of the following statements is true?
- A.(A) is true but (B) is false.
- B.(B) is true but (A) is false.
- C.Both (A) and (B) are true.✓
- D.Both (A) and (B) are false.
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Let T:R4→R4 be an R−linear transformation such that (T2+T+I)(T−2I)=0 and (T2+T+2I)(T2−4I)=0. Which of the following statements is FALSE?
- A.T is diagonalizable over R.
- B.The characteristic polynomial of T is (x−2)4.
- C.The characteristic polynomial of T is (x2+x+2)(x2−4).✓
- D.For every R−linear transformation S:R4→R4, we have ST = TS.
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Let A be a 3 × 3 complex matrix such that A3 is the identity matrix. Which of the following statements is true?
- A.A is diagonalizable.✓
- B.A has at least two distinct eigenvalues.
- C.The characteristic polynomial of A is x3−1.
- 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?
- A.There exists a real invertible matrix P such that PAP⁻1 is a diagonal matrix and PᵗP=I3.
- B.There exists a real invertible matrix P such that PAP⁻1 is a diagonal matrix and PᵗP=I3.✓
- C.One of the eigenvalues of A is not real.
- D.A has only real eigenvalues and it is not diagonalizable over R.
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Consider R4 with the standard inner product. Let V be the subspace of R4 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?
- A.{(−1/2,0,0,−1/2),(−1/6,2/3,0,1/6),(0,0,1,0)}
- B.{(1/2,0,0,1/2),(−1/6,2/3,0,1/6),(0,0,1,0)}
- C.{(1/2,0,0,1/2),(−1/6,2/3,0,−1/6),(0,0,1,0)}✓
- D.{(1/2,0,0,1/2),(1/6,−2/3,0,−1/6),(0,0,1,0)}
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Consider the real matrix A = [[0, 0, 1], [0, 1, 0], [1, 0, 0]]. Define B:R3×R3→R by B(v, w) = vᵗAw. Which of the following statements is true?
- A.B(v, v) = 0 if and only if v = 0.
- B.For every λ∈R, there exists v such that B(v,v)=λ.✓
- C.There exists v ≠ 0 such that B(v, w) = 0 for all w∈R3.
- D.If B(v, w) = 0 then either v = 0 or w = 0.
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For z = x + iy ∈C, 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 ∈C. Suppose that v(x, 0) = 0 for all x∈R. Define E = {z∈C | f(z) = g(z)}. Which of the following statements is true?
- A.E is the real axis.
- B.E is the imaginary axis.
- C.E contains an open subset of C, but E=C.
- D.E=C✓
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Consider the half planes R₊ = {z = x + iy ∈C:x>0} and R₋ = {z = x + iy ∈C:x<0}, and the fractional linear transformations T1(z)=(z−1)/(z+1) and T2(z)=(z+1)/(z−1). Let disc 𝔻 = {z∈C : |z| < 1}. Which of the following statements is true?
- A.T1 and T2 conformally map R₊ and R₋ respectively, onto the disc 𝔻✓
- B.T1 and T2 conformally map R₋ and R₊ respectively, onto the disc 𝔻
- C.T1 and T2 conformally map the disc 𝔻 onto, respectively R₊ and R₋
- D.T1 and T2 conformally map the disc 𝔻 onto, respectively R₋ and R₊
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Let γ be the circle {z∈C : |z| = 3} oriented counterclockwise. Let f be an entire function. What is the value of A for which ∫γ(A/(z−1)−f(z)/(z−2)2)dz = 0 holds?
- A.f(1)
- B.f(2)
- C.f′(1)
- D.f′(2)✓
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Consider the entire function f(z)=z2(eᶻ − e⁻ᶻ) and the meromorphic function g(z)=z2/(eᶻ − e⁻ᶻ) on C. Which of the following statements is true?
- A.z = 0 is a zero of f of order 3 and a pole of g of order 1.
- B.z = 0 is a zero of f of order 2 and a pole of g of order 1.
- C.z = 0 is a zero of f of order 3 and a zero of g of order 1.✓
- 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 (Z/pZ)ˣ is said to be a primitive root in (Z/pZ)ˣ if the order of a in (Z/pZ)ˣ is p − 1. Let S_p be the number of primitive roots in (Z/pZ)ˣ and φ denote the Euler φ−function. Which of the following statements is true?
- A.For each p<100,∑(n=1..∞)(Sp/φ(p))n converges.
- B.For each 100≤p≤200,∑(n=1..∞)(Sp/φ(p))n diverges.
- C.For each p>200,∑(n=1..∞)(Sp/φ(p))n converges.✓
- D.The element 4 mod 101 in (Z/101Z)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⁻1. Which of the following statements is true?
- A.If G is abelian, then |X| = n.
- B.If |X| divides n, then G is abelian.
- C.|X| < n✓
- D.|X| divides n.
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Consider the ring homomorphism ψ:C[x,y]→C[t] defined by ψ(f(x,y))=f(t2,t3). Which of the following statements is true?
- A.ψ is surjective.
- B.If p1(x)y+p2(x)∈kerψ for polynomials p1(x),p2(x)∈C[x], then both p1 and p2 are the zero polynomial.✓
- C.There exist non-zero polynomials p1(x),p2(x)∈C[x] such that ψ(p1(x)y+p2(x))=0.
- D.There exists f∈C[x,y] such that ψ(f(x,y))=0 and ψ(f2(x,y))=0.
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Let N be the set of positive integers. Consider R2 with the Euclidean topology and the subsets A = {(n,1/n):n∈N} and B = {(n,1/m):n,m∈N}. Which of the following statements is true?
- A.A is a closed subset of R2 but B is not a closed subset of R2.✓
- B.B is a closed subset of R2 but A is not a closed subset of R2.
- C.Both A and B are closed subsets of R2.
- D.Neither A nor B is a closed subset of R2.
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For any non-zero solution y = y(x) of the differential equation (2x+3)2(d2y/dx2)+6(2x+3)(dy/dx) + 8y = 0, x > 0, denote S := {x∈(0,∞):y(x)=0}. Then
- A.S is an empty set.
- B.S is a non-empty finite set.
- C.S is a countably infinite set.✓
- D.S is an uncountable set.
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The initial value problem dy/dx =√|x − 1| sin y, y(0) = 1 has
- A.a unique solution on R✓
- B.infinitely many solutions on the interval (−2, 2)
- C.a unique solution and its maximal interval of existence is (−∞,1)
- D.no solution on the interval (−2, 2)
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The problem ∂2u/∂x2+∂2u/∂y2=0 in {(x,y)∈R2:x2+y2>1}, u(x, y) = 1 on {(x,y)∈R2:x2+y2=1} has
- A.no solution
- B.exactly one solution
- C.exactly two solutions
- D.infinitely many solutions✓
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The problem ∂u/∂x+∂u/∂y=u2,u(x,0)=x2,∀x∈R has a solution on an open set containing the line {(x,y)∈R2 : ax + by = 0} if
- A.a = 1 and b = 0
- B.a = 1 and b = −1✓
- C.a = 2 and b = 1
- D.a = 1 and b = 2
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Consider the quadrature formula ∫₋11 |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
- A.0
- B.1✓
- C.2
- D.3
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If φ∈C4[0,1] is the extremal of the variational problem minimize J[y]=∫01(yy′+(y′′)2)dx, subject to y(0) = 0, y′(0) = 1, y(1) = 2, y′(1) = 4, then φ(1/2) is equal to
- A.5/8✓
- B.3/4
- C.3/8
- D.5/4
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If u is a solution of the integral equation u(x)=λ∫01K(x,t)u(t)dt, where K(x, t) := x(1 − t) for 0 ≤ x ≤ t ≤ 1 and t(1 − x) for 0 ≤ t ≤ x ≤ 1, then
- A.d2u/dx2+λu=0,u(0)=0=u(1)✓
- B.d2u/dx2−λu=0,u(0)=0=u(1)
- C.du/dx +λu=0,u(0)=0=u(1)
- D.du/dx −λu=0,u(0)=0=u(1)
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Consider a particle of mass m1 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 m2,m2=m1, is attached to the particle, hanging below L with θ 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 θ are (g denotes the acceleration due to gravity)
- A.(m1+m2)ẍ + lm2(d/dt)(θ̇cosθ)=0 and lθ̈ + (d/dt)(ẋcosθ)+ ẋθ̇sinθ+gsinθ=0✓
- B.(m1+m2)ẍ + lm2θ̈cosθ=0 and lθ̈ + ẍcosθ+ ẋθ̇sinθ+gsinθ=0
- C.(m1+m2)ẍ + lm1(d/dt)(θ̇cosθ)=0 and lθ̈ +m2(d/dt)(ẋcosθ)+ ẋθ̇sinθ+gsinθ=0
- D.(m1+m2)ẍ + l(d/dt)(θ̇cosθ)+ ẋθ̇sinθ+gsinθ=0 and lθ̈ + (d/dt)(ẋcosθ)+θ̇cosθ=0
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Suppose that {Xn}(n∈N) is a sequence of independent and identically distributed (i.i.d.) random variables with the common probability density function f(x)=1/(π(1+x2)),x∈R. Then which of the following statements is true?
- A.X1 and (X1+X2)/2 have the same distribution.
- B.(1/n)∑(i=1..n)Xi converges to 0 in probability, as n→∞.
- C.Median of {X1,X2,…,X(2n+1)} converges to 0 in probability, as n→∞.✓
- D.E(|X1|(3/4))=∞
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Let U1,U2,…,U6 be 6 urns such that urn U_k contains 3k+k2 balls, out of which 3k are white balls and k2 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 U6 was selected, given that the ball drawn is white, is equal to
- A.7/13
- B.6/13
- C.1/6✓
- 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?
- A.90
- B.54
- C.64✓
- D.50
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Consider an M/M/3 queuing system with arrival rate λ=2 and service rate μ=3/2. Define, for i=1,2,…,Ii=1 if the first transition is from i to i + 1, and Ii=0 if the first transition from i is i − 1. Then, Var(I4) equals
- A.33/169
- B.34/169
- C.35/169
- 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
- A.4.5
- B.6.9✓
- C.7.5
- 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 z1=0.5,z2=1.2,z3=1.3,z4=0.9,z5=0.1,z6=0.7 be the observed values from the distribution of Z. Then the maximum likelihood estimate of p equals
- A.1/4
- B.1/2
- C.1/3✓
- D.1/6
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Suppose that the probability density function of the random variable X is f(x)=2(θ−x)/θ2 if 0≤x≤θ, and 0 otherwise, where θ>0 is an unknown parameter. Based on a single observation X, the confidence coefficient of the confidence interval [(2/5)X, (5/2)X] for θ is
- A.0.36✓
- B.0.55
- C.0.76
- D.0.95
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Let X1,X2,…,Xn be a random sample from distribution Poisson(θ),θ>0. Let π(θ)=e(−θ),θ>0, be the prior distribution of θ. Under the squared error loss function, which of the following is the Bayes estimator of e(−2θ)?
- A.((n+1)/(n+3))(∑(i=1..n)Xi+1)✓
- B.((n+1)/(n+3))e(−(2/n)∑(i=1..n)Xi)
- C.((n+1)/(n+3))(∑(i=1..n)Xi)
- D.((n+1)/(n+3))e(−(2/n)(∑(i=1..n)Xi+1))
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Let X be a random variable with the probability density function f(x)=2θx+2(1−θ)(1−x) if 0 < x < 1, and 0 otherwise, where θ∈[0,1]. Based on single observation x, the critical region of the most powerful test for testing null hypothesis H0:θ=1/2 against alternative hypothesis H1:θ=1, at level of significance α=0.25, is
- A.x < 1/4
- B.x > 3/4✓
- C.1/2 < x < 3/4
- D.1/4 < x < 1/2
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Consider a multiple linear regression model Yi=β0+β1xi1+⋯+βpxip+εi,1≤i≤n,n>(p+1), where errors εi′s are uncorrelated with zero mean and finite variance σ2>0. Here, Yi is the i-th response. Let Ŷi be the i-th predicted response by the least squares estimation method, and let ε̂i=Yi− Ŷi,1≤i≤n. Then, which of the following statements is true?
- A.Var(Ŷi)≤Var(Yi),1≤i≤n✓
- B.Cov(Ŷi, Ŷk)=Cov(Yi,Yk),1≤i<k≤n
- C.Var(ε̂i)=Var(εi),1≤i≤n
- D.E(ε̂i)<E(εi),1≤i≤n
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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
- A.0✓
- B.0.5
- C.−1
- 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?
- A.The design is a balanced incomplete block design.
- B.The design is connected.
- C.The design is binary.
- 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)?
- A.A \ B
- B.(A \ B) ∪ C
- C.A \ (B ∪ C)
- D.(A \ B) ∪ (A ∩ C)✓
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What is the number of injective functions from {1, 2, …, 7} to {1, 2, …, 10}?
- A.107
- B.10!/7!
- C.10!/3!✓
- D.710
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For integers n ≥ 0, let fn:[−1,0]→R be defined by fn(x)=x/(1−x)n. Which of the following statements is true about the series ∑(n=0)∞fn?
- A.The series is neither absolutely convergent nor uniformly convergent.
- B.The series is both absolutely convergent and uniformly convergent.
- C.The series is absolutely convergent but not uniformly convergent.✓
- D.The series is uniformly convergent but not absolutely convergent.
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Consider the sequences (an)n≥1 and (bn)n≥1 defined by an=(en+e⁻n)/2 and bn=an₊1/an. Which of the following statements is true?
- A.For every x∈R there exists some n such that an>x✓
- B.For every x∈R there exists some n such that an<x
- C.For every x∈R there exists some n such that bn>x
- D.For every x∈R there exists some n such that bn<x
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Let f:[0,1]→R be defined by f(x)=sin(x2). Let A=lim(n→∞)(∑(k=1)nf(k/n)−n∫01f(x)dx). Which of the following statements is true?
- A.A = 0
- B.A = 1
- C.A = sin(1)/2✓
- D.A = sin(1/4)
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Consider the power series ∑(n=1)∞[n(n2)/(n+1)(n2)]xn with coefficients in real numbers R. Which of the following statements is true?
- A.The radius of convergence of the series is 1/e
- B.The series converges at x = 5
- C.The series converges at x = 3
- D.The series converges for all x with |x| < 1/2✓
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Let U denote the span of {eᵗ, e2ᵗ, e3ᵗ} in the real vector space of continuous functions from R to R. Consider the R−vector spaces V = {f:U→R | f is an R−linear transformation} and W = {f ∈ V | f(e3ᵗ) = 0}. Which of the following statements is true?
- A.Both V and W are infinite-dimensional
- B.dim V = 3 and dim W = 1
- C.dim V = 3 and dim W = 2✓
- D.V is infinite-dimensional and dim W = 0
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Let v=(a,b,c)∈R3 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|?
- A.5
- B.10✓
- C.15
- 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 B=A+A2+A3, then which of the following statements is true?
- A.det B = 1
- B.det A = 0
- C.rank(B) = 2
- D.rank(B2)=1✓
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For a variable x, consider the R−vector space V = {a0+a1x+a2x2 | a1,a2,a3∈R}. 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?
- A.(T3−3T2+3T)2025(x)=x✓
- B.(T3−3T2+3T)2025(x)=x+1
- C.(T3−3T2+3T)2025(x)=2025!x
- D.(T3−3T2+3T)2025(x)=2025!x+1
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Let V be the R−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 T:V→R be the linear transformation mapping a matrix A to its trace. Which of the following statements is true?
- A.W = ker(T)✓
- B.W ⊊ ker(T)
- C.W ∩ ker(T) ⊊ W
- D.W ∩ ker(T) ⊊ ker(T)
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Consider the bilinear form B:R4×R4→R defined by B(x,y)=x1y3+x2y4−x3y1−x4y2, where x=(x1,x2,x3,x4) and y=(y1,y2,y3,y4) in R4. Let A denote the matrix of B with respect to the standard ordered basis of R4. Which of the following statements is true?
- A.det A = 0
- B.det A = −1
- C.B(x, x) ≠ 0 for all nonzero x∈R4.
- D.If x∈R4 is nonzero, then there exists y∈R4 such that B(x, y) ≠ 0.✓
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Let f:C→C be the function defined by f(z) = e^((cos(1+i)) sin z). For z = x + iy ∈C, 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 (∂u/∂x)(0,0)?
- A.0
- B.(e + 1/e)(cos 1)/2✓
- C.(e − 1/e)(cos 1)/2
- D.1
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Let 𝔻 = {z = x + iy ∈C : |z| < 1} be the open unit disc and f : 𝔻 →Ca holomorphic function such that f(0) = 0. Let ψ(z)= |f(z)|2, and ∂2ψ/∂x2+∂2ψ/∂y2≡0. Which of the following statements is FALSE?
- A.f can be extended to C as an entire function.
- B.f must have infinitely many zeros in 𝔻.
- C.f is not a polynomial.✓
- D.exp(f) cannot take every complex value.
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Let ℍ = {z = x + iy ∈C | y > 0} and f : ℍ →C be a non-constant holomorphic function satisfying |f(z)| < 1 for all z ∈ ℍ. Which of the following statements is true?
- A.lim(y→+∞)f′(iy) = 0✓
- B.lim(y→+∞)f′(iy) is a complex number with absolute value 1.
- C.lim(y→+∞) |f′(iy)| =+∞
- D.lim(y→+∞)f′(iy) is not a real number.
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For integers m, n ≥ 1, let I(m,n)=(1/2πi)∫Czmzˉn dz, where C is the circle {z∈C : |z| = 1} oriented counterclockwise. Which of the following statements is true?
- A.I_(m,n) = 1 if m = n
- B.I_(m,n) = 1 if m + 1 = n✓
- C.I_(m,n) = 1 if m = n + 1
- 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?
- A.If G(n) = 1, then n is prime.
- B.G(8) = 2
- C.If gcd(n,φ(n))>1, then G(n) > 1. (Here φ denotes the Euler φ−function.)✓
- D.limsup(n→∞)G(n)=2
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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)?
- A.The cyclic group of order 6.
- B.The symmetric group S5.
- C.The alternating group A5.✓
- D.The dihedral group with ten elements.
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Let C[x,y] be the polynomial ring in two variables over C. For which of the following ideals I, the quotient ring C[x,y]/I is NOT an integral domain?
- A.I = (x, y)
- B.I = (x + y)
- C.I=(x2+y2)✓
- D.I = (xy − 1)
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Which of the following statements is true?
- A.{m + ne(2πi/3) | m,n∈Z} is a dense subset of C.
- B.Open connected subsets of R3 need not be path-connected.
- C.Let X be a topological space and p:X→Ra continuous surjective open map. If p⁻1({α}) is connected for every α∈R, then X must be connected.✓
- D.Compact subsets of any infinite topological space are closed.
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Suppose that the differential equation d2y/dx2+P(x)dy/dx +e(2x)y=0,x∈R 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?
- A.e⁻ˣ(P(x) + 1) is a constant function on R✓
- B.e^(−2x)P(x) is a constant function on R
- C.s(x)=e(2x)/2,x∈R
- D.P(x) → 1 as x→∞
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Given that y1(x)=e(2x) is a solution of the ordinary differential equation (ODE)xd2y/dx2−(3+4x)dy/dx + (4x + 6)y = 0, x > 0. Let y2=y2(x) be the solution of the ODE satisfying the conditions y2(1)=e2/4 and (dy2/dx)(1)=3e2/2. Then which of the following statements is true?
- A.y2 is a strictly increasing function on (0,∞)✓
- B.e(−2x)y2(x)→1 as x→∞
- C.y2 is a strictly decreasing function on (0,∞)
- D.e(−2x)y2(x)→0 as x→∞
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Let u = u(x, y) be the solution of the Cauchy problem x∂u/∂x+y∂u/∂y=u,(x,y)=(0,0), with u(x,1)=1+x2,x∈R. Then which of the following statements is true?
- A.u(1, 0) = 0
- B.u(x1,y1)=u(x2,y2) whenever x12+y12=x22+y22✓
- C.u(1,y)=2 for all y∈R
- D.u(x1,y1)=u(x2,y2) whenever x1+y1=x2+y2
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Let u = u(x, t) be a solution of the wave equation ∂2u/∂t2−∂2u/∂x2=0,x∈R,t>0 satisfying the condition u(0, t) = 0, ∀t ≥ 0. Then which of the following statements is true?
- A.u(x, t) = 0, whenever x = t
- B.u(x, t) = 0, whenever x = −t
- C.u(−x, t) = u(x, t), whenever x > 0, t > 0
- D.u(−x, t) = −u(x, t), whenever 0 < x ≤ t✓
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Let f:R→R be such that sup(x≠y) |f(x) − f(y)|/|x − y| = L, where 1<L<∞. Let h:R→R be a differentiable function satisfying |h′(x)| ≤ 3/4 for all x∈R. For α>0, define g(x)=αf(x)+h(x) for x∈R. Consider the sequence {xk}(k≥0) defined by x(k+1)=g(xk),k=0,1,…, where x0∈R. The sequence {xk}(k≥0) converges to the solution of the equation x = g(x) if
- A.α<2/(3L)
- B.α<3/(2L)
- C.α<4L
- D.α<1/(4L)✓
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Let S denote the set of all solutions of the Euler-Lagrange equation of the variational problem: minimize J[y]=∫01(y2+(y′)2)dx, subject to y(0)=0,y(1)=0,∫01y2dx = 1. Then the set {φ(1/2):φ∈S} is equal to
- A.{−2,2}
- B.{2/k:k∈Z,k=0}
- C.{2/k:k∈N}
- D.{−2,0,2}✓
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Let λ∈R, and K:[0,1]×[0,1]→R be a function such that every solution of the boundary value problem (d2u/dx2)(x)+λu(x)=0;(du/dx)(0) = u(0), (du/dx)(1) = 0 satisfies the integral equation u(x)+λ∫01K(x,t)u(t)dt = 0. Then
- A.K(x, t) = (1 + x)(1 − t) for 0 ≤ x ≤ t ≤ 1, and (1 + t)(1 − x) for 0 ≤ t < x ≤ 1
- B.K(x, t) = −1 − x for 0 ≤ x ≤ t ≤ 1, and −1 − t for 0 ≤ t < x ≤ 1✓
- C.K(x,t)=1−x2 for 0 ≤ x ≤ t ≤ 1, and 1−t2 for 0 ≤ t < x ≤ 1
- 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/2l)x2, 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
- A.ẍ = (l/g)(ml + Mx)/(2m + M)
- B.ẍ = (l/g)(Ml + mx)/(m + M)
- C.ẍ = (g/l)(ml + Mx)/(m + M)
- D.ẍ = (g/l)(ml + Mx)/(2m + M)✓
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lim(n→∞)∫01∫01⋯∫01(x12+⋯+xn2)/(x1+⋯+xn) dx1… dxn equals
- A.1
- B.1/2
- C.2
- D.2/3✓
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Let U1,U2,…,U5 be 5 urns such that urn U_k contains 2k+k2 balls, out of which 2k are white balls and k2 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 U5 was selected, given that the ball drawn is white, is equal to
- A.3/5
- B.2/5
- C.1/5✓
- 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
- A.3/7
- B.4/7✓
- C.3/4
- D.5/6
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Consider an M/G/1 queuing system with arrival rate λ=1 and independent and identically distributed successive service times having probability density function g(x) = xe⁻ˣ if x > 0, and 0 otherwise. Define, for i=1,2,…,Ii=1 if the first transition is from i to i − 1, and Ii=0 if the first transition from i is i + 1. Then, Var(I2) equals
- A.5/32
- B.5/24
- C.3/16✓
- D.8/15
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Suppose that X ~ binomial(9,θ),0.7<θ<1, and Y ~ Poisson(λ),λ>0. If 3E(Y) = E(X), then which of the following is true?
- A.Var(X) > 3Var(Y)
- B.2Var(Y) < Var(X) < 3Var(Y)
- C.Var(Y) < Var(X) < 2Var(Y)
- D.Var(X) < Var(Y)✓
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Let X1,X2,…,Xn(n≥2) be a random sample from a gamma distribution with shape parameter α>0 and scale parameter β=1. For a suitable constant C, the rejection region of the most powerful test for testing H0:α=1 against H1:α=2 is of the form
- A.∏(i=1..n)Xi>C✓
- B.∑(i=1..n)Xi>C
- C.∏(i=1..n)Xi<C
- D.∑(i=1..n)Xi<C
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Suppose φ is a most powerful test of size 0.05 for testing a simple null hypothesis H0 against a simple alternative hypothesis H1. If the power of the test is 0.4, then which of the following is true?
- A.(1−φ) is a most powerful test at level 0.6 for testing H1 against H0.✓
- B.(1−φ) is a most powerful test at level 0.4 for testing H1 against H0.
- C.(1−φ) is a most powerful test at level 0.05 for testing H1 against H0.
- D.(1−φ) is NOT a most powerful test for testing H1 against H0 at any level.
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Let X1,X2,…,Xn(n≥2) be a random sample from Uniform(θ,1−θ) distribution, where −∞<θ<1/2. The maximum likelihood estimator of θ is
- A.min{1 − min{X1,X2,…,Xn}, max{X1,X2,…,Xn}}
- B.max{1 − min{X1,X2,…,Xn}, max{X1,X2,…,Xn}}
- C.min{min{X1,X2,…,Xn}, 1 − max{X1,X2,…,Xn}}✓
- D.max{min{X1,X2,…,Xn}, 1 − max{X1,X2,…,Xn}}
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Let X1,X2,…,X5 be a random sample of size 5 from an absolutely continuous distribution having median M. Let S denote the number of Xi′s greater than 0. For testing H0:M=0 against H1:M>0, let φ(X)=1 if S>c,ν if S = c, and 0 if S < c be a test of size α=0.05, where ν∈[0,1] and c ∈ {−1, 0, …, 5} are fixed constants. Then c+ν equals
- A.11/25
- B.49/6
- C.103/25✓
- D.53/6
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Consider a multiple linear regression model Yi=β0+β1xi1+⋯+βpxip+εi,1≤i≤n,n>(p+1), where the errors εi′s are uncorrelated with zero mean and finite variance σ2>0. Here, Yi is the i-th response. Let Ŷi be the i-th predicted response by the least squares estimation method, and let ε̂i=Yi− Ŷi,1≤i≤n. Then, which of the following statements is true?
- A.Var(ε̂i)≤Var(εi),1≤i≤n✓
- B.Cov(ε̂i,ε̂k)=Cov(εi,εk), for all i ≠ k = 1, 2, …, n
- C.Var(Ŷi)=Var(Yi),1≤i≤n
- D.E(Ŷi)<E(Yi),1≤i≤n
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Let X, Y and Z be random variables such that S = [[X, Y], [Y, Z]] ~ W2(10,∑), where W2 denotes the Wishart distribution and ∑=[[1,1/2],[1/2,1]]. Define T=Z−Y2/X. Then, Var(T) equals
- A.77/6
- B.81/8✓
- C.83/9
- 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
- A.((N − n)/(Nn))p(1 − p)
- B.((N − n)/((N − 1)n))p(1 − p)
- C.(n/(n − 1))p(1 − p)
- 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 P=x1+2x2+3x3 subject to x1+x2≤5,x2+x3≤2,x1+x2+x3≤6,x1≥0,x2≥0,x3≥0. Then, which of the following statements are true?
- A.(5, 0, 1) is a corner point.✓
- B.(4, 1, 1) is an optimal point.
- C.The optimal solution is 9.
- 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?
- A.{x∈R | [x] = 1}✓
- B.{x∈R | x − [x] = 1/2}
- C.{x∈R | x≥0,x∈Q}
- D.{x∈R | x2∈Q}
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Let A = {1/(n+n−n) | n∈Z,n>0}. Which of the following statements are true?
- A.sup A is finite.✓
- B.limsup(n→∞)1/(n+n−n)<supA✓
- C.liminf(n→∞)1/(n+n−n)=2✓
- D.limsup(n→∞)1/(n+n−n)=3
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Let f:[0,∞)→[0,∞) be a continuous function such that lim(x→∞)f(x)/x=α<1. Let S = {c∈[0,∞) | f(c) = c}. Which of the following statements are true?
- A.S is empty.
- B.S is non-empty.✓
- C.f must be uniformly continuous.
- D.f need not be uniformly continuous.✓
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Let f:R→R be a uniformly continuous function. For each positive integer n and x∈R, let gn and hn be defined by gn(x)=f(x+1/n) and hn(x)=f(nx). Which of the following statements are necessarily true?
- A.(gn)n≥1 converges uniformly on any compact subset of R but not on R.
- B.(gn)n≥1 converges uniformly on R.✓
- C.There exists a subsequence of (hn)n≥1 that converges uniformly on R.
- D.For every compact subset K⊆R, there exists a subsequence of (hn)n≥1 that converges uniformly on K.
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Consider the following functions on the interval [0,1]:g(x)=sin(πx),h(x)=cos(π(x−1)). Which of the following statements are true?
- A.(xng(x))n≥1 converges uniformly on [0, 1].✓
- B.(xng(x))n≥1 does not converge uniformly on [0, 1].
- C.(xnh(x))n≥1 converges uniformly on [0, 1].
- D.(xnh(x))n≥1 does not converge uniformly on [0, 1].✓
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For each n > 1, let V denote the C−vector space of all n × n complex matrices and A ∈ V. Which of the following statements are necessarily true?
- A.The set {I,A,…,An} is linearly independent but the set {I,A,…,A(n2)} is not linearly independent.
- 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).
- C.The sets {I,A,…,An} and {I,A,…,A(n2)} both span the same subspace of V.✓
- D.The set {I,A,…,An} is linearly dependent.✓
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For each n > 1, let V be the R−vector space of all n × n real matrices and A ∈ V be invertible. Consider the R−linear transformation φ:R[x]→V such that φ(xk)=Ak for all k ≥ 1 and φ(1) is the identity matrix of order n. Which of the following statements are necessarily true?
- A.φ is one-to-one but not onto.
- B.φ is onto but not one-to-one.
- C.There exists f∈R[x] such that deg f ≤ n and kerφ= {fg | g∈R[x]}.✓
- D.deg h ≥ n for every nonzero h∈kerφ.
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Let T:C2→C2 be aC−linear transformation. For any ordered basis ℬ of C2, let [T]ℬ denote the matrix of T with respect to ℬ. Suppose that ℬ1 and ℬ2 are two ordered bases of C2 such that the matrix [T](ℬ1) is upper-triangular and [T]_(ℬ2)=([T](ℬ1))2. Which of the following statements are FALSE?
- A.The characteristic polynomial of T can be x2+x+1.
- B.The characteristic polynomial of T can be x(x − 1).
- C.The minimal polynomial of T can be x2.✓
- D.The characteristic polynomial of T can be x(x−e(2πi/3)).✓
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Let T:R4→R4 be an R−linear transformation. Assume that the characteristic polynomial of T has two distinct monic irreducible quadratic factors q1(x) and q2(x). Which of the following statements are true?
- A.There exists a nonzero v∈R4 such that q1(T)v=0.✓
- B.There exists a nonzero v∈R4 such that q1(T)v=0 and q2(T)v=0.
- C.For all nonzero v∈R4,v and Tv are linearly independent.✓
- D.If q1(T)v=0 for some nonzero v∈R4, then {v, Tv, T2v,T3v} is a basis of R4.
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Let (V, ⟨ , ⟩) be an inner product space over C and T : V → V be aC−linear transformation. Let v1 and v2 be non-zero vectors in V such that Tv1=c1v1 and Tv2=c2v2 for some c1,c2∈C. Let v3=v2−(⟨v2,v1⟩/‖v1‖2)v1. Suppose that v3 is non-zero and Tv3=c3v3 for some c3∈C. Which of the following statements are true?
- A.The set {v1,v2} is linearly independent.✓
- B.If c1=c2, then ⟨v1,v2⟩ = 0.✓
- C.If c1=c2, then c3=c2.✓
- D.If c1=c2, then c3=c2.✓
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Let V be a two-dimensional real vector space with a basis {v1,v2}. Let f:V×V→R be a symmetric bilinear form. Let r=f(v1,v1),s=f(v1,v2),t=f(v2,v2). Which of the following statements are necessarily true?
- A.f(v2,v1)=−s.
- B.If r = s = t, then either f(v, v) ≥ 0 for all v ∈ V or f(v, v) ≤ 0 for all v ∈ V.✓
- C.If f is positive definite, then r ≠ s, s ≠ t and r ≠ t.
- D.If f is positive definite, then f(v1,v2)=0.
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For z = x + iy ∈C, 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?
- A.f is a constant function.
- B.If f(0)∈R, then f(0) + f(1) = 1.✓
- C.f(C) is connected.
- D.If f(2)∈R, then f(i) + f(1) = 2.
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Consider the disc 𝔻 = {z∈C : |z| < 1} and a non-constant holomorphic function f : 𝔻 → 𝔻. Suppose that f(0) = 0. For each n ≥ 1 and z ∈ 𝔻, define fn(z)=f(zn). Which of the following statements are true?
- A.The series ∑(n≥1)fn converges only at z = 0.
- B.The series ∑(n≥1)fn converges pointwise only on a countable set E ⊆ 𝔻 but not on 𝔻 \ E.
- C.The series ∑(n≥1)fn converges pointwise at all points of 𝔻 but not uniformly on some compact subsets of 𝔻.
- D.The series ∑(n≥1)fn 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?
- A.If p divides |G|, then E(p) is a subgroup of G.
- B.For all p, E(p) is a subgroup of G.
- C.If E(p) is a subgroup of G, then p divides |G|.
- 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?
- A.Q[x]/(x6+x5+x4+x3+x2+x+1)✓
- B.Q[x]/(x5+x4+x3+x2+x+1)
- C.Z[x]/(x−101)
- D.Q[x]/(x43−41x+41)✓
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Consider R2 with the Euclidean metric d. Let O=(0,0),P0=(0,1)∈R2, and for any integer n≥1,Pn=(1/n,1)∈R2. Let X = ⋃(n≥0)Ln, where Ln is the line segment joining Pn and O. Define dX:X×X→R as follows: d_X(a, b) = d(a, b) when a,b∈Ln for some n, and d_X(a, b) = d(a, O) + d(b, O) otherwise. Let τ be the smallest topology such that the sets B(a,ε)= {b∈X:dX(a,b)<ε} are open in τ for all a ∈ X and ε>0. Which of the following statements are true?
- A.d_X is a metric on X which induces the topology τ.✓
- B.The topological space (X,τ) is connected.✓
- C.(Pn)n≥1 converges to P0 in the topological space (X,τ).
- D.The topological space (X,τ) is compact.
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Consider the ordinary differential equation (ODE)d2y/dx2+2(e(2x)−1)(dy/dx)+αe(4x)y=0,x∈R, where α∈R. 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?
- A.For α=1, all the solutions of the ODE tend to zero as x→∞✓
- B.For α=0, there exists a solution of the ODE which tends to 1 as x→∞✓
- C.For α=−1, there exists an unbounded solution of the ODE on R✓
- D.For α=2, there exists an unbounded solution of the ODE on R
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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?
- A.x(π)=−eπ,y(π)=1/2✓
- B.x(−π)=e(−π),y(−π)=1/2
- C.x has infinitely many zeros in R✓
- D.y has infinitely many zeros in R✓
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Let u = u(x, t) be the solution to the initial value problem ∂2u/∂t2−∂2u/∂x2=0,x∈R,t>0,u(x,0)=f(x),x∈R,(∂u/∂t)(x,0)=1/1+x2,x∈R, where f is a twice continuously differentiable function defined on R satisfying f(x) → 0 as |x| →∞. Then which of the following statements are true?
- A.For every x∈R,lim(t→∞)u(x,t)=0
- B.For every x∈R,lim(t→∞)u(x,t)=∞✓
- C.For every t∈(0,∞),lim(x→∞)u(x,t)=0✓
- D.For every t∈(0,∞),lim(x→−∞)u(x,t)=∞
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Define S := {y∈C1[0,1]:y(0)=y(1)=0}, ‖y‖(∞):=max(x∈[0,1])|y(x)| for every y∈S,B0(0,ε):= {y ∈ S : ‖y‖(∞)<ε}, B1(0,ε):= {y ∈ S : ‖y‖(∞)+ ‖y′‖(∞)<ε}. Consider the functional J:S→R given by J[y]=∫01[(y′)2−2x(y′)4]dx, then there exists an ε>0 such that
- A.J[y] ≤ J[0] for every y∈B0(0,ε)
- B.J[y] ≤ J[0] for every y∈B1(0,ε)
- C.J[y] ≥ J[0] for every y∈B0(0,ε)
- D.J[y] ≥ J[0] for every y∈B1(0,ε)✓
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Consider the variational problem minimize J[y]=∫01[(y′)2+2025 yy′]dx, where y(0) and y(1) are free. Then which of the following statements are true?
- A.There are infinitely many extremals
- B.There are more than one but only finitely many extremals
- C.There is no extremal
- D.There is a unique extremal✓
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Consider the boundary value problem (BVP)d2y/dx2+4(dy/dx)+(λ+2)y=0,y(0)=y(π)=0. Then which of the following statements are true?
- A.The BVP has a non-zero solution if λ=2
- B.The BVP has a non-zero solution if λ=3✓
- C.The BVP has a non-zero solution y = y(x) satisfying y(kπ/2)=0 for every integer k if λ=6✓
- D.The BVP has a non-zero solution y = y(x) satisfying y(kπ/3)=0 for every integer k if λ=6
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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 L=(m/2)[(1+4α2r2)ṙ2+r2θ̇2]−mαgr2, where α is a positive constant, and g is the acceleration due to gravity. If the particle is in circular motion, then
- A.|θ̇| =2/(gα)
- B.|θ̇| =1/(gα)
- C.|θ̇| =2gα✓
- D.|θ̇| =gα
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Let X1,X2… be a sequence of independent random variables with Xi following N(0, 1 + 1/i) distribution for all i∈N. Let X be N(0, 1)-random variable independent of {Xn:n≥1}. Then, which of the following statements are true?
- A.Xn converges to X in probability as n→∞
- B.Xn converges to X in distribution as n→∞✓
- C.Xn−X converges to Z in distribution as n→∞, where Z follows the distribution N(0, 2).✓
- D.X/|Xn| converges to M in distribution as n→∞, where M follows standard Cauchy distribution.✓
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Let U1,U2,… be a sequence of independent and identically distributed (i.i.d.) U(0, 1) random variables. Let Gn=(∏(i=1..n)Ui)(1/n) be the geometric mean of U1,U2,…,Un for n∈N. Let X1 and X2 be degenerate random variables such that P(X1=0)=1 and P(X2=1/e)=1. Then, which of the following statements are true?
- A.Gn converges in r-th mean to X1 as n→∞, for any r > 0
- B.Gn converges in probability to X1 as n→∞
- C.Gn converges in distribution to X2 as n→∞✓
- D.Gn converges in r-th mean to X2 as n→∞, for any r > 0✓
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Let X1,X2,…,Xn be independent and identically distributed (i.i.d.) random variables such that for x=3,4,…,P(X1=±x)=1/(2cx2ln(x)), where c=∑(x=3..∞)1/(x2ln(x)). Then, which of the following statements are true?
- A.E(|X1|)=∞✓
- B.(1/n)∑(i=1..n)Xi→0 in probability as n→∞✓
- C.E(1/|X1|)<∞✓
- D.E(X12)=∞✓
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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?
- A.The state space can be partitioned into exactly two equivalence classes.
- B.States 0 and 2 are recurrent.
- C.States 1 and 3 are recurrent.✓
- 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)2,t∈R and M_Y(t) = exp[eᵗ −1],t∈R, respectively. Then, which of the following statements are true?
- A.P(XY = 0) = (4 + 5e⁻1)/9✓
- B.E[(3X−Y)2]=6✓
- C.Var(X + Y) = 2
- D.Cov(2X + Y, X − 2Y) = −10/9✓
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Let X1,X2,…,X10 be a random sample of size 10 from a Bernoulli distribution with success probability 1/(1+eθ), where θ∈R is an unknown parameter. If M=∑(i=1..10)Xi, then which of the following statements are true?
- A.For M = 0, the maximum likelihood estimate of θ is equal to 0.
- B.For M = 10, the maximum likelihood estimate of θ does not exist.✓
- C.The maximum likelihood estimator of θ exists for M ∈ {1, 2, …, 9} and is equal to ln(10/M − 1).✓
- D.The method of moments estimator of θ exists and is equal to M/10.
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Let X1,X2,…,Xn be a random sample of size n from U(θ,θ+1) distribution, where θ∈R is an unknown parameter. If Tn=max{X1,X2,…,Xn}, n = 1, 2, …, then which of the following statements are true?
- A.Tn is a consistent estimator of θ.
- B.Tn is an unbiased estimator of θ.
- C.Tn−1 is a consistent estimator of θ.✓
- D.lim(n→∞)Eθ(Tn)=θ+1,∀θ∈R✓
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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 h(x)=λ if x > 0, and 0 otherwise. Here, λ>0 is an unknown parameter. Let X1,X2,X3 be a random sample of size 3 on lifetimes of systems produced by the manufacturing unit. Let θ=Pλ(X1>1/2). If θ̂ is the maximum likelihood estimate of θ based on the realization x1=1/2,x2=1/6,x3=1/3 of the random sample, then which of the following statements are true?
- A.θ̂ ∈ (0.0, 0.2)
- B.θ̂ ∈ (0.1, 0.3)✓
- C.θ̂ ∈ (0.2, 0.4)✓
- D.θ̂ ∈ (0.3, 0.5)
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The life (in hours) of an electrical component is exponentially distributed with mean θ>0. For testing H0:θ=5/(ln(10)−ln(9)) against H1:θ=5/ln(2), three such components are chosen at random. Suppose that we reject the null hypothesis H0 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?
- A.The size of the test is 0.01.
- B.The power of the test is 0.5.✓
- C.The test is unbiased at level α=0.05.✓
- 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 Yi=β1+β2+⋯+βi+εi,1≤i≤n, where the errors εi′s are uncorrelated with zero mean and finite variance σ2>0. Then, which of the following statements are true?
- A.Every linear function of βi,1≤i≤n, is not estimable.
- B.Every βi,1≤i≤n, has infinitely many linear unbiased estimators, but a unique best linear unbiased estimator.
- C.Each βi,1≤i≤n, has only one linear unbiased estimator.✓
- D.Y2−Y1 is the best linear unbiased estimator of β2.✓
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Consider a linear regression model Y=Xβ+ε, with r regressors and an intercept. Random error ε ~ Nn(0,σ2In) and X has full column rank. Here In denotes the identity matrix of order n. Regression coefficients are estimated by the least squares estimation method. Let σ̂2 and σ̂2(MLE), respectively, be the mean squares residuals and the maximum likelihood estimator of σ2. Then, which of the following statements are true?
- A.MSE(σ̂2(MLE)) < MSE(σ̂2) if r = 3, n = 12✓
- B.Var(σ̂2(MLE))<Var(σ̂2) if 1 ≤ r ≤ n − 2, n ≥ 3✓
- C.Var(σ̂2(MLE))>Var(σ̂2) if 1 ≤ r ≤ 6, n ≥ 12
- D.MSE(σ̂2(MLE)) > MSE(σ̂2) if r = 6, n = 12✓
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If (X1,X2)ᵗ ~ N2((0,0)ᵗ, [[3, 1], [1, 3]]), then which of the following statements are true?
- A.The distribution of the second principal component is normal with mean 0 and variance 2.✓
- B.The variance of the first principal component is 4.✓
- C.The first principal component explains more than 70% of the total variance.
- D.The correlation coefficient between the first and the second principal components is 0.✓
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Let f:[0,1]→R be a Riemann integrable function. Define F(x)=∫0ˣ f(t)dt, ∀x ∈ [0, 1]. Which of the following statements are necessarily true?
- A.F is Riemann integrable.✓
- B.If F(x) = 0 for all x ∈ [0, 1], then f(x) = 0 for all x ∈ [0, 1].
- C.F is uniformly continuous on [0, 1].✓
- D.F is differentiable on (0, 1).
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Let μ denote the Lebesgue measure on R and f:R→[0,∞) be a Lebesgue measurable function. For n ≥ 1, let En= {x∈R:n−1≤f(x)<n}. Suppose that ∑(n≥1)n2μ(En)<∞. Which of the following statements are true?
- A.f∈L1(R)✓
- B.f∈L2(R)✓
- C.f∈L4(R)
- D.f∈L∞(R)
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Consider the real vector space X = {f:[0,1]→R | f is continuous}, along with the norms ‖·‖1 and ‖·‖2 defined by ‖f‖1=∫01|f(x)|dx and ‖f‖2=(∫01|f(x)|2dx)^(1/2). For n ≥ 1 and x ∈ [0, 1], let fn(x)= nxn. Which of the following statements are true?
- A.(‖fn‖1) is a convergent sequence.✓
- B.(‖fn‖2) is a convergent sequence.
- C.Both (‖fn‖1) and (‖fn‖2) are convergent sequences.
- D.Neither (‖fn‖1) nor (‖fn‖2) is a convergent sequence.
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Let ‖·‖ denote the Euclidean norm on R2 and α≥0. Let f:R2→R be a function such that |f(x)| ≤ ‖x‖α. Which of the following statements are necessarily true?
- A.f is differentiable at 0 when α>1.✓
- B.f is differentiable at 0 when α=1/2.
- C.f is continuous at 0 when α=0.
- D.f is continuous at 0 when α>0.✓
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Let g be a real-valued continuous function on the set {(x,y)∈R2 | x2+y2=1} such that g(0, 1) = g(1, 0) = 0 and g(−x, −y) = −g(x, y). Define f:R2→R by f(x,y)=x2+y2⋅g(x/x2+y2,y/x2+y2) if (x, y) ≠ (0, 0), and f(x, y) = 0 if (x, y) = (0, 0). For each (a,b)∈R2, define h(a,b):R→R by h_(a,b)(t) = f(ta, tb). Which of the following statements are necessarily true?
- A.The function h_(a,b) is differentiable on R for each (a,b)∈R2.✓
- B.There exists (a,b)∈R2 such that h_(a,b) is not differentiable at t = 0.
- C.The function f is differentiable at the point (0, 0).
- 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?
- A.There exists a 5 × 5 real matrix whose minimal polynomial is (x2+x+1)x3.✓
- B.There exists a 5 × 5 real matrix whose minimal polynomial is (x2+x+1)2.
- C.There exists a 5 × 5 complex matrix whose minimal polynomial is (x2+x+1)2x.✓
- D.There exists a 5 × 5 complex matrix whose minimal polynomial is (x2+x+1)2.✓
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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?
- A.n = 3 and the characteristic polynomials of A and B are the same.✓
- B.n = 4 and A has two distinct eigenvalues.
- C.n = 5 and A has some eigenvalue for which the dimensions of the eigenspaces of A and B are the same.
- 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 f:C \ {0} →C be a non-zero holomorphic function such that |f(z)| ≤ |z|^(5/2) + 1/|z|(1/2),z∈C \ {0}. Which of the following statements are true?
- A.f has a pole at z = 0.
- B.There is an entire function g such that f = g on C \ {0}.✓
- C.f is a polynomial of degree at most 2.✓
- D.f has an essential singularity at z = 0.
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Let p(z)=a0+a1z+⋯+anzn be a polynomial of degree ≥ 3. Suppose that p(0) = 0 and p′(0) ≠ 0. Let f:C \ {0} →C be defined by f(z)=p(z)/z2. Which of the following statements are true?
- A.f has a removable singularity at z = 0.
- B.f has a simple pole at z = 0.✓
- C.∫C(p(z)/z)dz = 0, where C is any counterclockwise oriented smooth closed curve in C.✓
- D.∫γf(z)dz =2πia1, where γ= {z∈C : |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?
- A.If an abelian group G has property (P), every subgroup of G has property (P).✓
- B.If an abelian group G has property (P), then every element of G has finite order.✓
- C.The group Z has property (P).
- D.If an abelian group G has property (P), then no element has order p2, where p is a prime number.✓
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Which of the following rings are integral domains?
- A.The ring of polynomials in 3 variables over R.✓
- B.The ring of complex analytic functions on the open unit disc in C.✓
- C.The ring of 2 × 2 real matrices.
- D.The ring of continuous functions from [0, 1] to R.
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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 ∏(H∈S(G))H. Which of the following statements are true?
- A.Any group with p(p + 2) elements, where p and p + 2 are both prime numbers, has property (J).✓
- B.Any finite abelian group has property (J).✓
- C.The symmetric group S3 has property (J).
- D.Any group with 77 elements has property (J).✓
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Which of the following statements are true?
- A.If K is the splitting field of a non-constant polynomial over Q, then K is Galois over Q.✓
- B.If K is a normal extension of Q, then K is Galois over Q.✓
- C.If K is the set of all the roots of the polynomial x121−x in an algebraic closure of 𝔽11, then K is Galois over 𝔽11, where 𝔽11 is the field with 11 elements.✓
- D.If K=Q(2(1/13),ζ13), where ζ13 is a primitive 13th root of unity in C, then K is Galois over Q.✓
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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?
- A.If X and Y are compact, Y is Hausdorff and f is onto, then X is also Hausdorff.
- 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.
- C.If X is Hausdorff and f is onto, then Y is Hausdorff.
- 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 4(∂2u/∂x2)+6(∂2u/∂x∂y)+3(∂2u/∂y2)=0. Which of the following partial differential equations can be obtained by a change of independent variables given by (ξ,η)ᵗ = A(x, y)ᵗ for some 2 × 2 invertible matrix A with real entries?
- A.∂2w/∂ξ2+∂2w/∂ξ∂η+∂2w/∂η2=0✓
- B.∂2w/∂ξ2+∂2w/∂η2=0✓
- C.∂2w/∂ξ2+4(∂2w/∂ξ∂η)+∂2w/∂η2=0
- D.2(∂2w/∂ξ2)+2(∂2w/∂ξ∂η)+∂2w/∂η2=0✓
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Consider the following statements: S1: There exists an ε>0 such that ∀x0∈(2−ε,2+ε), the iterative sequence defined by x(n+1)=6/(5−xn),n=0,1,2,3,…, converges to 2.S2: There exists an ε>0 such that ∀x0∈(3−ε,3+ε), the iterative sequence defined by x(n+1)=(xn2+6)/5,n=0,1,2,3,…, converges to 3.S3: There exists an ε>0 such that ∀x0∈(3−ε,3+ε), the iterative sequence defined by x(n+1)=(5xn−6)/xn,n=0,1,2,3,…, converges to 3. Then which of the following statements are true?
- A.S1 and S2 are true but NOT S3
- B.S2 and S3 are true but NOT S1
- C.S1 and S3 are true but NOT S2✓
- D.Each of S1,S2, and S3 is true
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Let f:[0,1]×R→R be a function such that f and its partial derivatives of orders less than or equal to 3 are continuous and bounded. Let y:[0,1]→R be the solution of dy/dt =f(t,y(t)),0≤t≤1,y(0)=y0, where y0∈R. 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(tj,Yj)),0<(j+1)h<1,Y0=y0, where a,b,c∈R. 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)))| ≤ Mh3 for every h > 0, and every j with 0 ≤ (j+1)h < 1, then
- A.a + b = 1✓
- B.a + b = c✓
- C.a + b + c = 0
- D.a2+b2=c2
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The integral equation u(x)=f(x)+(2/π)∫0πcos(x+t)u(t)dt has infinitely many solutions if
- A.f(x) = cos x
- B.f(x) = cos 5x✓
- C.f(x) = sin x✓
- 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 +2∫(ln6)xe(2(t−x))u(t)dt. Then which of the following statements are true?
- A.R(x, t) = 1✓
- B.R(x, t) = e^(t−x)
- C.u(ln 8) = 10
- D.u(ln 7) = 9✓
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Let X1,X2,…,Xn(n≥3) 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 n→∞,r=2,3. Then, which of the following statements are true?
- A.Y3 follows gamma distribution with E(Y3)=3.✓
- B.E(Y(2,n)) → 2 as n→∞✓
- C.Y2 follows beta distribution with E(Y2)=1/2.
- 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(θ),0<θ<1. Then, which of the following statements are true?
- A.(79X+2024Y,23Z2) is a sufficient statistic for θ.✓
- B.13(X+Y+Z)3 is a minimal sufficient statistic for θ.✓
- C.2(X + Y + Z) is a complete sufficient statistic for θ.✓
- D.(X − 2Y + Z) is an ancillary statistic.
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Let (X1,Y1),(X2,Y2),…,(Xn,Yn) 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 Xi and ranks of Yi,i=1,2,…,n. Then, which of the following statements are true?
- A.If F(X,Y)(x, y) = F_X(x)F_Y(y), ∀(x, y), then E(r_S) = 0, ∀n ≥ 2.✓
- B.If n = 3, then P(r_S = 0) = 0.✓
- C.If F(X,Y)(x, y) = F_X(x)F_Y(y), ∀(x, y), then Var(r_S) = 1/n, ∀n ≥ 2.
- 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 X1,X2,…,Xm and Y1,Y2,…,Yn be two mutually independent random samples from populations with absolutely continuous distribution functions F_X and F_Y, respectively. For N = m + n, define TN=∑(i=1..N) iZi where Zi=1 if the i-th observation in the combined ordered arrangement of N observations is from F_X; and Zi=0, otherwise. Then, which of the following statements are true?
- A.If F_X(x) = F_Y(x) ∀x, then E(T_N) = m(N + 1)/2.✓
- B.If F_X(x) = F_Y(x) ∀x, then Var(T_N) = mn(N + 1)/24.
- C.If F_X(x) = F_Y(x) ∀x, then the distribution of T_N is symmetric about mn/2.
- 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 pi′s(pi>0,i=1,2,…,N;∑(i=1..N)pi=1). Then, which of the following statements are true?
- A.P(Unit 1 is included in the sample)=p1
- B.P(Unit 1 and Unit 3 are included in the sample)=p1p3[1/(1−p1)+1/(1−p3)]✓
- C.P(Unit 1, Unit 3 and Unit 5 are included in the sample)=p1p3p5[1/((1−p1)(1−p3))+1/((1−p3)(1−p5))+1/((1−p5)(1−p1))]
- D.Expected number of distinct units in the sample is 2[1−∑(i=1..N)(1−pi)2]
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Consider maximizing the objective function P=x1+x2 subject to x1+x2+2x3≤5,2x1−3x3≥1,x2+x3≤0,x1≥0,x2≥0,x3≥0. Then, which of the following statements are true?
- A.The optimal solution is 4.
- B.An optimal point is (4, 1, 0).
- C.The optimal solution is 6.
- D.(1/2, 0, 0) is a corner point.✓
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For each positive integer n, define fn:[0,1]→R by fn(x)= nx(1−x)n. Which of the following statements are true?
- A.(fn)n≥1 does not converge pointwise on [0, 1].
- B.(fn)n≥1 converges pointwise to a continuous function on [0, 1].✓
- C.(fn)n≥1 converges pointwise to a discontinuous function on [0, 1].
- D.(fn)n≥1 does not converge uniformly on [0, 1].✓
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Let g:R→R be a continuous function. Define f(x)=∫0ˣ(x − t)g(t)dt, x∈R. Which of the following statements are true?
- A.f(0) = 0✓
- B.f′(0) exists and f′(0) = 0.✓
- C.f″(0) exists and f″(0) = g(0).✓
- D.f″(0) exists but f″(0) ≠ g(0).
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Let f:[0,1]→R be a monotonic function. Which of the following statements are true?
- A.f is Riemann integrable on [0, 1].✓
- B.The set of discontinuities of f cannot contain a non-empty open set.✓
- C.f is Lebesgue measurable function.✓
- D.f is Borel measurable function.✓
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For a variable x, consider the Q−vector space V = {ax3+ bx2+ cx + d | a,b,c,d∈Q}. Further, let A = {f:V→Q | f is aQ−linear transformation} and B = {f ∈ A | f(1) = 0}. Which of the following statements are true?
- A.If f ∈ B, then dim ker f = 3
- B.dim B = 3✓
- C.dim A = 4✓
- D.If f ∈ A, then the image of f is a one-dimensional Q−vector space.
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For a variable x, consider the real vector space V = {ax3+ bx2+ cx + d | a,b,c,d∈R}. 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?
- A.DM ≠ MD.✓
- B.D + M is invertible.
- C.DM is invertible.
- D.rank(DM) = rank(MD).
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Let A, B be 2 × 2 matrices with real entries, and M = AB − BA. Let I2 denote the 2 × 2 identity matrix. Which of the following statements are necessarily true?
- A.If A and B are upper triangular, then M is diagonalizable over R.
- B.If A and B are diagonalizable over R, then M is diagonalizable over R.
- C.If A and B are diagonalizable over R, then there exists λ∈R such that M=λI2.
- D.There exists λ∈R such that M2=λI2.✓
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Let M2(R) denote the R−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 T:M2(R)→M2(R) by T(X) = AXBᵗ, where Bᵗ denotes the transpose of the matrix B. Which of the following statements are true?
- A.det(T) = 225✓
- B.det(T) = −225
- C.Trace(T) = 16✓
- 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?
- A.det(B) > 0 for every nonzero (a,b,c,d)∈R4.
- B.det(B) > 0 for infinitely many (a,b,c,d)∈R4.
- C.det(B) ≤ 0 for every (a,b,c,d)∈R4.✓
- D.det(B) ≤ 0 for infinitely many (a,b,c,d)∈R4.✓
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Let R be a nonzero ring with unity such that r2=r for all r ∈ R. Which of the following statements are true?
- A.R is never an integral domain.
- B.r = −r for all r ∈ R.✓
- C.Every nonzero prime ideal of R is maximal.✓
- D.R must be a commutative ring.✓
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Let f∈R[x] be a product of distinct monic irreducible polynomials P1,P2,…,Pn, where n ≥ 2. Let (f) denote the ideal generated by f in the ring R[x]. Which of the following statements are true?
- A.R[x]/(f) is a field.
- B.R[x]/(f) is a finite dimensional R−vector space.✓
- C.R[x]/(f) is a direct sum of fields, each of which is isomorphic to R or C.✓
- D.There are no non-zero elements u∈R[x]/(f) such that u^m = 0 for some m ≥ 1.✓
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Consider the non-homogeneous ordinary differential equation (ODE)d2y/dx2+5dy/dx + 6y = sin(e^(−5x)), x > 0. Then which of the following statements are true?
- A.Every solution of the ODE is bounded on (0,∞)✓
- B.There exists a solution of the ODE which is unbounded on (0,∞)
- C.Every solution of the ODE is unbounded on (0,∞)
- D.Every solution of the ODE tends to zero as x→∞✓
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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?
- A.lim(t→∞)t⁻2x(t)y(t)=0
- B.x(1) = 0, y(1/2) = 0
- C.x(1/2) = 0, y(1) = 0✓
- D.lim(t→∞)t⁻2x(t)y(t)=2✓
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Let u = u(x, y) be the solution of the boundary value problem ∂2u/∂x2+∂2u/∂y2=0 on (0, 1) × (0, 1), with u(x,0)=e(πx),u(x,1)=−e(πx) for x∈[0,1],u(0,y)=cos(πy)+sin(πy) and u(1,y)=eπ(cos(πy)+sin(πy)) for y ∈ [0, 1]. Then there exists a point (x0,y0)∈(0,1)×(0,1) such that
- A.u(x0,y0)=2eπ
- B.u(x0,y0)=eπ✓
- C.u(x0,y0)=−1✓
- D.u(x0,y0)=−eπ
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Let u = u(x, t) be the solution of the initial-boundary value problem ∂u/∂t=∂2u/∂x2 on (0,1)×(0,∞), 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?
- A.lim(t→∞)u(x,t)=0 for all x ∈ (0, 1)✓
- B.u(x, t) = u(1 − x, t) for all x ∈ (0, 1), t > 0✓
- C.∫01(u(x,t))2dx is a non-increasing function of t✓
- D.∫01(u(x,t))2dx is a non-decreasing function of t
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Consider the system of two particles with total kinetic energy T = (5/2)ẋ2+l2θ̇2+2lẋθ̇cosθ, and Lagrangian L = (5/2)ẋ2+l2θ̇2+2lẋθ̇cosθ+2gl cosθ, where x,θ are generalized coordinates, and g, l are positive constants. Then the non-zero frequency of the normal mode of the system with small oscillations (|θ| ≪ 1) is
- A.(5/3)g/l
- B.5g/(3l)✓
- C.(5/2)g/l
- D.5g/(2l)
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Suppose that a sequence of random variables {Xn}n≥1 and the random variable X are defined on the same probability space. Then which of the following statements are true?
- A.Xn converges to X almost surely as n→∞ implies that Xn converges to X in probability as n→∞.✓
- B.Xn converges to X in probability as n→∞ implies that Xn converges to X almost surely as n→∞.
- C.If ∑(n=1..∞) ℙ[|Xn−X| >δ]<∞ for all δ>0, then Xn converges to X almost surely as n→∞.✓
- D.If Xn converges to X in distribution as n→∞, and X is a constant with probability 1, then Xn converges to X in probability as n→∞.✓
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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 0<x<y<∞, and 0 otherwise. For n = 1, 2, 3, …, let Nn 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?
- A.Nn/(3n) converges to e⁻2 with probability one.✓
- B.Nn converges to e⁻2 in probability.
- C.Nn/n converges to 3e⁻2 in distribution.✓
- D.(Nn−3ne⁻2)/3n converges in distribution to a normal random variable with mean zero and variance e⁻2(1−3e⁻2).✓
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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⁽n⁾ = ((P⁽n⁾ij)) denote the n-step transition probability matrix. Then, which of the following statements are true?
- A.P⁽2⁾00=3/4✓
- B.P⁽3⁾10=39/64✓
- C.The stationary probability that the chain is in state 2 is 2/7.✓
- D.State 1 is transient.
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Let Z1 and Z2 be two independent discrete random variables such that Z1 follows binomial distribution with parameters n = 2 and p = 1/2, and Z2 follows Poisson distribution with mean 1. Consider the following system of equations with three variables x1,x2 and x3:x1−2x2+x3=1;2x1−5x2+2x3=2;x1+2x2+Z1x3=Z2. Then, the probability that the given system of equations has infinite number of solutions equals
- A.e⁻1
- B.e⁻1/2✓
- C.e⁻1/4
- D.e⁻1/12
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Let X1,X2,…,Xn be a random sample from an exponential distribution with probability density function f(x|θ)=e(−(x−θ)) if x≥θ, and 0 otherwise, where θ∈R is an unknown parameter. If X(1)=min{X1,X2,…,Xn}, then which of the following statements are true?
- A.(X(1)−(2/n)ln5,X(1)) is a 97% confidence interval for θ.
- B.(X(1)−(2/n)ln5,X(1)) is a 96% confidence interval for θ.✓
- C.(X(1)−(1/n)ln20,X(1)) is a 95% confidence interval for θ.✓
- D.(X(1)−(1/n)ln20,X(1)) is a 96% confidence interval for θ.
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Let X1,X2,…,Xn be a random sample of size n from U(θ,θ+1) distribution, where θ∈R is the unknown parameter. If Tn=min{X1,X2,…,Xn}, n = 1, 2, …, then which of the following statements are true?
- A.Tn is an unbiased estimator of θ.
- B.lim(n→∞)Eθ(Tn)=θ for all θ∈R.✓
- C.Tn is a consistent estimator of θ.✓
- D.max{X1,X2,…,Xn} is a consistent estimator of θ.
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Let X1,X2,…,Xn be a random sample from N(θ,1) distribution, where θ∈R is unknown. Let δn be the Bayes estimator of θ, under the squared error loss function L(θ,a)=(a−θ)2,a,θ∈R and the prior distribution N(1, 2). If (1/n)[(2n+1)δn−1−2nθ] converges in distribution to a random variable Z, as n→∞, then which of the following statements are true?
- A.δn converges in probability to θ, as n→∞, for all θ∈R✓
- B.Z follows normal distribution.✓
- C.E(Z4)=48✓
- D.E(Z2)=1
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Let X1,X2,X3 be a random sample from Uniform[0,θ] distribution, θ>0. Consider the likelihood ratio test of size 0.001 for testing H0:θ=3 against H1:θ=3. Then, which of the following statements are true?
- A.If max{X1,X2,X3} is 3.1, then H0 is rejected.✓
- B.If max{X1,X2,X3} is 1.3, then H0 is rejected.
- C.If max{X1,X2,X3} is 0.1, then H0 is rejected.✓
- D.The power of the test at θ=0.3 is 1.✓
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Let X1,X2,X3 be a random sample of size 3 from an absolutely continuous distribution that is symmetric about 0. For i = 1, 2, 3, let Ri denote the rank of |Xi| among |X1|, |X2| and |X3|. If T⁺ =∑(i:Xi>0)Ri is the Wilcoxon signed-rank statistic, then which of the following statements are true?
- A.P(T⁺ = 3) = 1/4✓
- B.Var(T⁺) = 7/2✓
- C.P(T⁺ > 3) = 5/8
- D.P(T⁺ > 4) = 1/8
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Consider a linear model Yi=β1+β2+⋯+βi+εi,1≤i≤n, where errors εi′s are uncorrelated with zero mean and finite variance σ2>0. Let β̂i be the best linear unbiased estimator (BLUE) of βi,i=1,2,…,n. Then, which of the following statements are true?
- A.The sum of squares residuals is strictly positive with probability 1.
- B.For every βi,1≤i≤n, there are infinitely many linear unbiased estimators.
- C.Var(β̂1)=σ2✓
- D.Y3−Y2 is the BLUE of β3.✓
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Consider a linear regression model Y=Xβ+ε, with r regressors and an intercept. Random error ε ~ Nn(0,σ2In) and X has full column rank. Here In denotes the identity matrix of order n. Regression coefficients are estimated by the least squares estimation method. Let σ̂2 and σ̂2(MLE), respectively, be the mean squares residuals and the maximum likelihood estimator of σ2. Then, which of the following statements are true?
- A.MSE(σ̂2(MLE)) < MSE(σ̂2) if r = 2, n = 12✓
- B.Var(σ̂2(MLE))>Var(σ̂2) if 2 ≤ r ≤ n − 2, n ≥ 12
- C.Var(σ̂2(MLE))<Var(σ̂2) if 1 ≤ r ≤ n − 2, n ≥ 3✓
- D.MSE(σ̂2(MLE)) > MSE(σ̂2) if r = 7, n = 12
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Let (X1,X2) be a bivariate normal random vector with E(X1)=1,E(X2)=0,Var(X1)=1,Var(X2)=1, and correlation coefficient 1/2. Let U be a U(0, 1) random variable, which is independent of (X1,X2). If Z = (UX1+X2−U)/U2+U+1, then which of the following statements are true?
- A.The distribution of Z is symmetric about 0.✓
- B.E(Z2)=2
- C.Var(Z2)=1
- D.Z and U are independent random variables.✓
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Which of the following statements are true?
- A.Let x,y∈R with x < y. Then there exists r∈Q such that x < (2^2024/e)r < y.✓
- B.Let (an)n≥2 be a sequence of positive real numbers. If there exists a positive real number L such that limsup(n→∞)an/logn=L, then limsup(n→∞)an<∞.
- C.The set of all finite subsets of Q is countably infinite.✓
- D.The set of continuous functions from R to the set {0, 1} is infinite.
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Consider X = {u | u:[0,1]→R is continuous and u(0) = 0} with the sup norm ‖u‖ = sup(x∈[0,1])|u(x)|. Let T(u)=∫01u(t)dt and S = {|T(u)| : u ∈ X, ‖u‖ ≤ 1}. Which of the following statements are true?
- A.S is an unbounded subset of R.
- B.S is a bounded subset of R and sup(S) = 1.✓
- C.There exists u ∈ X such that ‖u‖ = 1 and T(u) = 1.
- D.S is a closed subset of R.
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Let (an)n≥1,(bn)n≥1 and (cn)n≥1 be sequences given by an=(−1)n(1+e⁻n),bn=max{a1,…,an}, and cn=min{a1,…,an}. Which of the following statements are true?
- A.(an)n≥1 does not converge.✓
- B.limsup(n→∞)an=lim(n→∞)bn
- C.liminf(n→∞)an=lim(n→∞)cn
- D.lim(n→∞)bn=lim(n→∞)cn
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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 lim(n→∞) |X(n)|/n = 1. Assume that there exist pairwise disjoint subsets X1,X2,…,X8 of X such that ⋃(i=1..8)Xi=X. Which of the following statements are true?
- A.lim(n→∞) |Xi(n)|/n exists for all 1 ≤ i ≤ 8.
- B.liminf(n→∞) |Xi(n)|/n ≥ 0 for all 1 ≤ i ≤ 8.✓
- C.limsup(n→∞) |Xi(n)|/n ≥ 1/8 for some 1 ≤ i ≤ 8.✓
- D.limsup(n→∞) |Xi(n)|/n < 1/8 for all 1 ≤ i ≤ 8.
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Consider the function f:R→R defined by f(x)=x2sin(1/x) if x ≠ 0, and f(x) = 0 if x = 0. Which of the following statements are true?
- A.lim(x→0) f(x) exists.✓
- B.f is continuous at 0.✓
- C.f is differentiable at 0.✓
- D.lim(x→0) f′(x) does not exist.✓
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Let f:R→R be a continuous function such that f(x) = 0 for all x ≤ 0 and for all x ≥ 1. Define F(x)=∑(n=−∞..∞)f(x+n),x∈R. Which of the following statements are true?
- A.F is bounded.✓
- B.F is continuous on R.✓
- C.F is uniformly continuous on R.✓
- D.F is not uniformly continuous on R.
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For a positive real number a,a denotes the positive square root of a. Consider the function f:R2→R defined by f(x, y) = (x/|x|)x2+y2 for x ≠ 0, and f(x, y) = 0 for x = 0. Which of the following statements are true?
- A.f is continuous at (0, 0).✓
- B.The partial derivatives ∂f/∂x and ∂f/∂y exist at (0, 0).✓
- C.f is differentiable at (0, 0).
- D.f is not differentiable at (0, 0).✓
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Consider the function f:R2→R defined by f(x,y)=x2y/(x4+y2)+e(xy) for (x, y) ≠ (0, 0), and f(x, y) = 1 for (x, y) = (0, 0). Which of the following statements are true?
- A.f is differentiable on R2 \ {(0, 0)}.✓
- B.All the directional derivatives of f exist at (0, 0).✓
- C.f is differentiable on R2.
- D.f is not continuous at (0, 0).✓
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For every integer n ≥ 2, consider aC−linear transformation T:Cn→Cn. Let V be a subspace of Cn such that T(V) ⊆ V. Which of the following statements are necessarily true?
- A.There exists a subspace W of Cn such that Cn=V+W and V ∩ W = {0}.✓
- B.There exists a subspace W of Cn such that T(W)⊆W,Cn=V+W and V ∩ W = {0}.
- C.Suppose that there exists a positive integer k such that Tᵏ is the identity map. Then there exists a subspace W of Cn such that T(W)⊆W,Cn=V+W and V ∩ W = {0}.✓
- D.Suppose that there exists a subspace W of Cn such that T(W)⊆W,Cn=V+W 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?
- A.Both A and B are diagonalizable over R.
- B.A is diagonalizable over C but not over R.✓
- C.Neither A nor B is diagonalizable over R, but both A and B are diagonalizable over C.✓
- D.Neither A nor B is diagonalizable over C.
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Let V be the R−vector space of real valued continuous functions on the interval [0,π] with the inner product given by ⟨f, g⟩ =∫0πf(x)g(x)dx. Let S = {sin(x),cos(x),sin2(x),cos2(x)} and W be the subspace of V generated by S. Which of the following statements are true?
- A.S is a basis of W.✓
- B.S is an orthonormal basis of W.
- C.There exist f, g ∈ S such that ⟨f, g⟩ = 0.✓
- D.S contains an orthonormal basis of W.
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Let f:C \ {−1, 1} →C be a holomorphic function that does not take any value in the set {z∈C : |z − 1| < 1}. Which of the following statements are true?
- A.f is constant.✓
- B.f has removable singularities at −1 and 1.✓
- C.f is bounded.✓
- 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 C. Given R > 0, let S_R = {z∈C : |P(z)| < R}. Which of the following statements are true?
- A.S_R is an open subset of C.✓
- B.S_R is a bounded subset of C.✓
- C.|P(z)| = R for every z on the boundary of S_R.✓
- D.Every connected component of S_R contains a zero of P(z).✓
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Let disc 𝔻 = {z∈C : |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?
- A.f(0) = 0✓
- B.f(z) = 0 for all z ∈ 𝔻.✓
- C.There exists a nonzero constant c such that f(z) = ce^(−1/z) for all z ∈ 𝔻 \ {0}.
- D.There exists a nonzero constant c and a positive integer n such that f(z) = czne(−1/z) for all z ∈ 𝔻 \ {0}.
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Let f:C→C be an entire function such that f(z) = f(iz) for all z∈C. Which of the following statements are true?
- A.f(z) = f(−z) for all z∈C.✓
- B.f′(0) = f″(0) = f‴(0) = 0✓
- C.There is an entire function g:C→C such that f(z)=g(z4) for all z∈C.✓
- D.f is necessarily a constant function.
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Which of the following statements are true?
- A.The value of the Euler φ−function is even for all integers n ≥ 3.✓
- B.Let G be a finite group and S a subset of G with |S| > |G|/2. Then {ab : a, b ∈ S} = G.✓
- C.The polynomial ring R[x1,…,xn] is a Euclidean domain for all integers n ≥ 1.
- D.The subset {f ∈ C([0, 1]) : f(1/2) = 0} of the ring C([0, 1]) of continuous functions from [0, 1] to R 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 xn=y. Which of the following groups are divisible?
- A.Q with ordinary addition✓
- B.C \ {0} with ordinary multiplication✓
- C.The cyclic group of order 5
- D.The symmetric group S5
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Consider the polynomial f(x) = x^2025 − 1 over 𝔽5, where 𝔽5 is the field with five elements. Let S be the set of all roots of f in an algebraic closure of the field 𝔽5. Which of the following statements are true?
- A.S is a cyclic group.✓
- B.S has φ(2025) elements, where φ denotes the Euler φ−function.
- C.S has φ(2025) generators, where φ denotes the Euler φ−function.
- D.S has 81 elements.✓
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Define a topology τ on R as follows: a subset U of R is in the topology τ if and only if U = ∅ or 0 ∈ U. Which of the following statements are true?
- A.The set of all irrational numbers is dense in (R,τ).
- B.For each prime number p, the set {0,p} is dense in (R,τ).✓
- C.[0, 1] is compact in (R,τ).
- D.(R,τ) 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?
- A.The spaces B, the closure of W, and C are homeomorphic.✓
- B.The spaces B, W, C are homeomorphic.✓
- C.If C is compact, then A, B, C are homeomorphic.✓
- D.If A is connected, then B and C are connected.
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For b∈R, let y_b = y_b(x) be the unique solution of the initial value problem dy/dx =y5+y4+y3+y2+y+1,y(0)=b defined on its maximal interval of existence I_b. Then which of the following statements are true?
- A.There exists an α∈(0,∞) such that for every b∈R with b>α, the solution y_b is bounded above on I_b
- B.There exists an α∈(0,∞) such that for every b∈R with b>α, the solution y_b is bounded below on I_b✓
- C.There exists an α∈(−∞,0) such that for every b∈R with b<α, the solution y_b is bounded above on I_b✓
- D.There exists an α∈(−∞,0) such that for every b∈R with b<α, the solution y_b is bounded below on I_b
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If λ∈R and p∈R are such that the quadrature formula ∫(x0)(x0+h)f(x)dx ≈λh(f(x0)+f(x0+h))+ ph3(f′′(x0)+f′′(x0+h)) is exact for all polynomials of degree as high as possible, then
- A.2λ+24p=0✓
- B.7λ−12p=4✓
- C.2λ+24p=−3
- D.7λ−12p=11
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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
- A.f(5) + g(3) = 50
- B.2f(5) − g(3) = 4✓
- C.f(1) + g(3) = 50✓
- D.f(5) + g(3) = 74✓
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For any b∈R, let S(b) denote the set of all broken extremals with one corner of the variational problem: minimize J[y]=∫01((y′)4−3(y′)2)dx, subject to y(0) = 0, y(1) = b. Then which of the following statements are true?
- A.S(2) has exactly two elements
- B.S(1/2) has exactly one element
- C.S(2) is empty✓
- D.S(1/2) has exactly two elements✓
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Define S := {y∈C1[−1,1]:y(−1)=−1,y(1)=3}. Let φ be the extremal of the functional J:S→R given by J[y]=∫₋11[(y′)3+(y′)2]dx. Define ‖y‖(∞):=max(x∈[−1,1])|y(x)| for every y ∈ S and let B0(φ,ε):= {y ∈ S : ‖y−φ‖(∞)<ε}, B1(φ,ε):= {y ∈ S : ‖y−φ‖(∞)+ ‖y′−φ′‖(∞)<ε}. Then which of the following statements are true?
- A.φ(x)=2x+1 for every x ∈ [−1, 1]✓
- B.There exists ε>0 such that J[y]≥J[φ] for every y∈B0(φ,ε)
- C.There exists ε>0 such that J[y]≥J[φ] for every y∈B1(φ,ε)✓
- D.There exists ε>0 such that J[y]≤J[φ] for every y∈B1(φ,ε)
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The integral equation u(x)=f(x)+(2/π)∫0πsin(x−t)u(t)dt has a unique solution if
- A.f(x) = cos x✓
- B.f(x) = cos 5x✓
- C.f(x) = sin x✓
- D.f(x) = sin 5x✓
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If u is the solution of the Volterra integral equation u(x)=3+sinx+∫0ˣ [(3 + sin x)/(3 + sin t)]u(t)dt, then
- A.u(π/2)=4e(π/2)✓
- B.u(π)=3eπ✓
- C.u(−π)=4e(−π)
- D.u(−π/2)=4eπ
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Let X1,X2,…,Xn(n≥3) 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 n→∞,r=2,3. Then, which of the following statements are true?
- A.Y2 follows gamma distribution with E(Y2)=2.✓
- B.E(Y(3,n)) → 3 as n→∞✓
- C.Y3 follows beta distribution with E(Y3)=1/3.
- D.Y(2,n) follows beta distribution with parameters 2 and n − 1.
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Let X1 and X2 be random variables having absolutely continuous distribution functions. Let hi(t) denote the hazard function of Xi,i=1,2. If h1(t)≤h2(t) for all t∈R, then which of the following statements are true?
- A.P(X1>1)≥P(X2>1)✓
- B.P(X1>1)≤P(X2>1/2)
- C.E(X1)≥E(X2) provided both the expectations exist.✓
- D.h(t)=h1(t)+h2(t),t∈R, is the hazard function of the random variable Y = min{X1,X2}.
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Let X be a random variable with probability density function f(x)=1/(π(1+x2)),x∈R. If Z=1/2+(1/π)tan⁻1(X), then which of the following statements are true?
- A.E(Zᵐ) = 1/(m + 1), for all m∈N✓
- B.E(Φ⁻1(Z))=0, where Φ(⋅) is the cumulative distribution function of standard normal random variable.✓
- C.Z is degenerate at 0.
- D.If Z1 and Z2 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 (Z1+Z2)/2.
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Let X1,X2,…,X13 be independent and identically distributed (i.i.d.) Poisson(θ) random variables, where θ>0. Then, which of the following statements are true?
- A.(∑(i=1..8)Xi)(∑(i=8..13)Xi) is an unbiased estimator of 48θ2.
- B.(1/13)∑(i=1..13)Xi is method of moments estimator of θ.✓
- C.There does not exist any unbiased estimator of e(−7θ).
- D.(e(X7),∑(i=1..6)Xi,∑(i=8..13)Xi) is a sufficient statistic for θ.✓
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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?
- A.The design is a balanced incomplete block design.✓
- B.The design is not connected.
- C.The design is binary.✓
- D.The design is symmetric.✓
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Keep going
Drill these by trap type rather than by paper, sit a full timed paper with the real attempt limits, or work the syllabus topic by topic with curated lectures.