Consider maximizing the objective function subject to . Then, which of the following statements are true?
CSIR NET December 2024 — Part C
All 120 Part C questions we have transcribed from this paper, of the 237 on the site for this sitting — every option and the answer key, with the reasoning for each one.
Part C
One or more correct options. 4.75 marks, no negative marking, and credit only for exactly the right set.
Q1Execution slipLinear programming, simplex and duality
- 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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Q2Standard counterexampleCompleteness, sup/inf, Archimedean property
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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Q3Execution slipSequences: convergence, monotone, Bolzano–Weierstrass, Cauchy
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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Q4Hypothesis droppedContinuity, uniform continuity, Lipschitz
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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Q5Pointwise vs uniformPointwise vs uniform convergence, M-test, Dini
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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Q6Boundary and endpointPointwise vs uniform convergence, M-test, Dini
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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Q7Finite-dimensional intuitionEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton
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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Q8Execution slipEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton
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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Q9Invariants don't determineEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton
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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Q10Base field or ringEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton
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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Q11Execution slipGram–Schmidt, orthogonal/unitary/normal matrices, spectral theorem
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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Q12Hypothesis droppedQuadratic forms, positive definiteness, Sylvester's law
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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Q13Execution slipCauchy–Riemann equations, harmonic functions
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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Q14Standard counterexampleConformal maps, Möbius transformations, Schwarz lemma
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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Q15Hypothesis droppedSubgroups, cosets, Lagrange, cyclic groups
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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Q16Standard counterexamplePolynomial rings and irreducibility tests
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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Q17Standard counterexampleOpen/closed sets, limit points, closure, interior
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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Q18Boundary and endpointLinear ODE, Wronskian, variation of parameters, systems
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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Q19Execution slipLinear ODE, Wronskian, variation of parameters, systems
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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Q20Limit assumed to existLaplace, heat and wave equations: separation of variables
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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Q21Pointwise vs uniformEuler–Lagrange equation and standard functionals
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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Q22Boundary and endpointEuler–Lagrange equation and standard functionals
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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Q23Boundary and endpointSturm–Liouville problems and Green's functions
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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Q24Hypothesis droppedLagrangian formalism and generalised coordinates
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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Q25Dependence misreadModes of convergence, WLLN, SLLN, CLT
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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Q26Limit assumed to existModes of convergence, WLLN, SLLN, CLT
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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Q27Moments and tailsModes of convergence, WLLN, SLLN, CLT
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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Q28Hypothesis droppedMarkov chains: classification of states, stationary distributions
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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Q29Standard counterexampleRandom variables, distributions, moments, MGF
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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Q30Boundary and endpointMLE and method of moments
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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Q31Boundary and endpointMLE and method of moments
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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Q32Hypothesis droppedMLE and method of moments
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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Q33Execution slipNeyman–Pearson lemma and UMP tests
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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Q34Boundary and endpointGauss–Markov, regression, ANOVA basics
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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Q35What the inference meansGauss–Markov, regression, ANOVA basics
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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Q36Execution slipMultivariate normal distribution
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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Q37Converse assumedRiemann integration and criteria
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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Q38Moments and tailsL^p spaces essentials
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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Q39Finite-dimensional intuitionL^p spaces essentials
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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Q40Boundary and endpointPartial derivatives, differentiability, chain rule
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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Q41Hypothesis droppedPartial derivatives, differentiability, chain rule
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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Q42Base field or ringJordan canonical form
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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Q43Invariants don't determineJordan canonical form
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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Q44Boundary and endpointLiouville, Morera, maximum modulus principle
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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Q45Execution slipResidue theorem and standard contour integrals
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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Q46Property not inheritedFinite abelian groups
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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Q47Standard counterexampleIdeals, quotient rings, prime & maximal ideals, CRT
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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Q48Standard counterexampleSylow theorems and groups of small order
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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Q49Hypothesis droppedGalois theory essentials
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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Q50Property not inheritedContinuity, homeomorphism, separation axioms
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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Q51Invariants don't determineClassification and canonical forms
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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Q52Numerical convergenceRoot finding: bisection, Newton–Raphson, fixed point, order of convergence
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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Q53Numerical convergenceNumerical ODE: Euler, Runge–Kutta
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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Q54Existence vs uniquenessFredholm and Volterra equations
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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Q55Standard counterexampleSeparable kernels and resolvent kernels
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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Q56Limit assumed to existJoint distributions, transformations, order statistics
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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Q57Property not inheritedSufficiency, completeness, UMVUE, Cramér–Rao
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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Q58Execution slipLikelihood ratio and standard tests
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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Q59What the inference meansLikelihood ratio and standard tests
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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Q60Execution slipSRS, stratified and systematic sampling
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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Q61Boundary and endpointLinear programming, simplex and duality
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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Q62Pointwise vs uniformPointwise vs uniform convergence, M-test, Dini
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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Q63Standard counterexampleRiemann integration and criteria
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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Q64Standard counterexampleRiemann integration and criteria
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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Q65Boundary and endpointBases, dimension, rank–nullity
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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Q66Standard counterexampleLinear transformations, matrix representation, change of basis
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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Q67Standard counterexampleDeterminants, trace, block matrices, rank inequalities
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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Q68Execution slipDeterminants, trace, block matrices, rank inequalities
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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Q69Boundary and endpointQuadratic forms, positive definiteness, Sylvester's law
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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Q70Standard counterexampleIdeals, quotient rings, prime & maximal ideals, CRT
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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Q71Property not inheritedIdeals, quotient rings, prime & maximal ideals, CRT
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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Q72Boundary and endpointLinear ODE, Wronskian, variation of parameters, systems
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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Q73Execution slipLinear ODE, Wronskian, variation of parameters, systems
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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Q74Boundary and endpointLaplace, heat and wave equations: separation of variables
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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Q75Execution slipLaplace, heat and wave equations: separation of variables
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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Q76Execution slipLagrangian formalism and generalised coordinates
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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Q77Converse assumedModes of convergence, WLLN, SLLN, CLT
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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Q78Limit assumed to existModes of convergence, WLLN, SLLN, CLT
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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Q79Standard counterexampleMarkov chains: classification of states, stationary distributions
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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Q80Existence vs uniquenessStandard discrete and continuous distributions
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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Q81Standard counterexampleMLE and method of moments
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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Q82Boundary and endpointMLE and method of moments
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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Q83Execution slipMLE and method of moments
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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Q84What the inference meansLikelihood ratio and standard tests
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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Q85Execution slipLikelihood ratio and standard tests
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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Q86Boundary and endpointGauss–Markov, regression, ANOVA basics
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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Q87Boundary and endpointGauss–Markov, regression, ANOVA basics
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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Q88Dependence misreadMultivariate normal distribution
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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Q89Standard counterexampleCompleteness, sup/inf, Archimedean property
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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Q90Boundary and endpointCompleteness, sup/inf, Archimedean property
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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Q91Limit assumed to existlimsup, liminf and subsequential limits
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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Q92Limit assumed to existlimsup, liminf and subsequential limits
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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Q93Standard counterexampleDifferentiability, mean value theorems, Taylor, L'Hôpital
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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Q94Pointwise vs uniformContinuity, uniform continuity, Lipschitz
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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Q95Standard counterexamplePartial derivatives, differentiability, chain rule
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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Q96Standard counterexamplePartial derivatives, differentiability, chain rule
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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Q97Hypothesis droppedDiagonalisability criteria
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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Q98Base field or ringDiagonalisability criteria
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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Q99Hypothesis droppedGram–Schmidt, orthogonal/unitary/normal matrices, spectral theorem
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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Q100Hypothesis droppedLiouville, Morera, maximum modulus principle
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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Q101Standard counterexampleArgument principle, Rouché's theorem, open mapping
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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Q102Standard counterexampleLaurent series, classification of singularities, Casorati–Weierstrass
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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Q103Execution slipPower series and analyticity
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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Q104Property not inheritedEuclidean, PID, UFD hierarchy
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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Q105Standard counterexampleFinite abelian groups
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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Q106Base field or ringField extensions, splitting fields, finite fields
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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Q107Standard counterexampleStandard spaces: cofinite, cocountable, Sorgenfrey, Cantor set
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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Q108Invariants don't determineContinuity, homeomorphism, separation axioms
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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Q109Boundary and endpointStability and phase portraits
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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Q110Numerical convergenceInterpolation and numerical integration with error terms
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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Q111Execution slipInterpolation and numerical integration with error terms
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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Q112Boundary and endpointEuler–Lagrange equation and standard functionals
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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Q113Pointwise vs uniformEuler–Lagrange equation and standard functionals
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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Q114Base field or ringFredholm and Volterra equations
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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Q115Execution slipFredholm and Volterra equations
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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Q116Limit assumed to existJoint distributions, transformations, order statistics
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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Q117Dependence misreadJoint distributions, transformations, order statistics
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}.
Trap Analysis has the working, and why each of the other options was written to tempt you.
Q118Standard counterexampleRandom variables, distributions, moments, MGF
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.
Trap Analysis has the working, and why each of the other options was written to tempt you.
Q119Dependence misreadSufficiency, completeness, UMVUE, Cramér–Rao
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.✓
Trap Analysis has the working, and why each of the other options was written to tempt you.
Q120Execution slipCRD, RBD, LSD essentials
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.✓
Trap Analysis has the working, and why each of the other options was written to tempt you.