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PYQ Paper

CSIR NET June 2024 — Part C

All 60 Part C questions we have transcribed from this paper, of the 117 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.

Q1Hypothesis droppedLinear programming, simplex and duality

Consider the linear programming problem: max{x1+x2+x3x_{1} + x_{2} + x_{3}} subject to constraints x1+x2−x3≤1,x1+x3≤2,0≤x1≤1/2,x2≥0x_{1} + x_{2} - x_{3} \le 1, x_{1} + x_{3} \le 2, 0 \le x_{1} \le 1/2, x_{2} \ge 0, and 0≤x3≤10 \le x_{3} \le 1. Which of the following statements are true?

  1. A.The optimum value is 3✓ Correct
  2. B.The optimum value is 3/2
  3. C.(0, 2, 1) is an extreme point of the feasible region✓ Correct
  4. D.(1/2, 0, 1) is the optimal solution

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Q2Limit assumed to existSequences: convergence, monotone, Bolzano–Weierstrass, Cauchy

Let (an)n≥1(a_{n})_{n}\ge_{1} be a sequence of positive real numbers. Let bn=an/max⁡b_{n} = a_{n} / \max{a1,…,ana_{1}, \dots, a_{n}}, n ≥ 1. Which of the following statements are necessarily true?

  1. A.If limn→∞bnlim_{n}\to\infty b_{n} exists in R\mathbb{R}, then {an:n≥1a_{n} : n \ge 1} is bounded
  2. B.If limn→∞bn=1lim_{n}\to\infty b_{n} = 1, then limn→∞anlim_{n}\to\infty a_{n} exists in R\mathbb{R}
  3. C.If limn→∞bn=1/2lim_{n}\to\infty b_{n} = 1/2, then limn→∞anlim_{n}\to\infty a_{n} exists in R\mathbb{R}✓ Correct
  4. D.If limn→∞bn=0lim_{n}\to\infty b_{n} = 0, then limn→∞an=0lim_{n}\to\infty a_{n} = 0✓ Correct

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Q3Converse assumedContinuity, uniform continuity, Lipschitz

Let f:R→Rf : \mathbb{R} \to \mathbb{R} be a continuous and one-to-one function. Which of the following statements are necessarily true?

  1. A.f is strictly increasing
  2. B.f is strictly decreasing
  3. C.f is either strictly increasing or strictly decreasing✓ Correct
  4. D.f is onto

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Q4Converse assumedContinuity, uniform continuity, Lipschitz

Let K⊆RK \subseteq \mathbb{R} be non-empty and f : K → K be continuous such that |x − y| ≤ |f(x) − f(y)| for all x, y ∈ K. Which of the following statements are true?

  1. A.f need not be surjective✓ Correct
  2. B.f must be surjective if K = [0, 1]✓ Correct
  3. C.f is injective and f⁻1:f(K)→K^{1} : f(K) \to K is continuous✓ Correct
  4. D.f is injective, but f⁻1:f(K)→K^{1} : f(K) \to K need not be continuous

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Q5Pointwise vs uniformPointwise vs uniform convergence, M-test, Dini

Let f:[0,1)→[1,∞)f : [0, 1) \to [1, \infty) be defined by f(x) = 1/(1 − x). For n ≥ 1, let pn(x)=1+x+⋯+xnp_{n}(x) = 1 + x + \cdots + x^{n}. Then which of the following statements are true?

  1. A.f(x) is not uniformly continuous on [0, 1)✓ Correct
  2. B.The sequence (pn(x))(p_{n}(x)) converges to f(x) pointwise on [0, 1)✓ Correct
  3. C.The sequence (pn(x))(p_{n}(x)) converges to f(x) uniformly on [0, 1)
  4. D.The sequence (pn(x))(p_{n}(x)) converges to f(x) uniformly on [0, c] for every 0 < c < 1✓ Correct

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Q6Execution slipBases, dimension, rank–nullity

Let V be the subspace spanned by the vectors v1=(1,0,2,3,1),v2=(0,0,1,3,5),v3=(0,0,0,0,1)v_{1} = (1, 0, 2, 3, 1), v_{2} = (0, 0, 1, 3, 5), v_{3} = (0, 0, 0, 0, 1) in the real vector space R5\mathbb{R}^{5}. Which of the following vectors are in V?

  1. A.(1, 1, 1, 1, 1)
  2. B.(0, 0, 1, 2, 4)
  3. C.(1, 0, 1, 0, 1)✓ Correct
  4. D.(1, 0, 1, 0, 2)✓ Correct

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Q7Finite-dimensional intuitionBases, dimension, rank–nullity

Consider R\mathbb{R} and Q[x]\mathbb{Q}[x] as vector spaces over Q\mathbb{Q}. Which of the following statements are true?

  1. A.There exists an injective Q−\mathbb{Q}-linear transformation T:R→Q[x]T : \mathbb{R} \to \mathbb{Q}[x]
  2. B.There exists an injective Q−\mathbb{Q}-linear transformation T:Q[x]→RT : \mathbb{Q}[x] \to \mathbb{R}✓ Correct
  3. C.The Q−\mathbb{Q}-vector spaces Q[x]\mathbb{Q}[x] and R\mathbb{R} are isomorphic
  4. D.There do not exist non-zero Q−\mathbb{Q}-linear transformations T:R→Q[x]T : \mathbb{R} \to \mathbb{Q}[x]

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Q8Standard counterexampleEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let T:R4→R4T : \mathbb{R}^{4} \to \mathbb{R}^{4} be a linear map with four distinct eigenvalues and satisfying T4−15T2+10T+24I=0T^{4} - 15T^{2} + 10T + 24I = 0. Which of the following statements are necessarily true?

  1. A.There exists a non-zero vector v1∈R4v_{1} \in \mathbb{R}^{4} such that Tv1=2v1_{1} = 2v_{1}✓ Correct
  2. B.There exists a non-zero vector v2∈R4v_{2} \in \mathbb{R}^{4} such that Tv2=v2_{2} = v_{2}
  3. C.For every non-zero vector v∈R4v \in \mathbb{R}^{4}, the set {2v, 3Tv} is linearly independent
  4. D.T is a one-one function✓ Correct

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Q9Execution slipEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let A be a 4 × 4 real matrix whose minimal polynomial is x2+x+1x^{2} + x + 1 and let B=A+I4B = A + I_{4}. Which of the following statements are necessarily true?

  1. A.The minimal polynomial of B is x2+x+1x^{2} + x + 1
  2. B.The minimal polynomial of B is x2−x+1x^{2} - x + 1✓ Correct
  3. C.B3=I4B^{3} = I_{4}
  4. D.B3+I4=0B^{3} + I_{4} = 0✓ Correct

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Q10Base field or ringEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let M5(C)M_{5}(\mathbb{C}) be the complex vector space of 5 × 5 matrices with entries in C\mathbb{C}. Let V be a non-zero subspace of M5(C)M_{5}(\mathbb{C}) such that every non-zero A ∈ V is invertible. Which among the following are possible values for the dimension of V?

  1. A.1✓ Correct
  2. B.2
  3. C.3
  4. D.5

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Q11Invariants don't determineLinear transformations, matrix representation, change of basis

Let V (≠ {0}) be a finite dimensional vector space over R\mathbb{R} and T : V → V be a linear operator. Suppose that the kernel of T equals the image of T. Which of the following statements are necessarily true?

  1. A.The dimension of V is even✓ Correct
  2. B.The trace of T is zero✓ Correct
  3. C.The minimal polynomial of T cannot have two distinct roots✓ Correct
  4. D.The minimal polynomial of T is equal to its characteristic polynomial

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Q12Converse assumedQuadratic forms, positive definiteness, Sylvester's law

Let q1(x1,x2)q_{1}(x_{1}, x_{2}) and q2(y1,y2)q_{2}(y_{1}, y_{2}) be real quadratic forms such that there exist (u1,u2),(v1,v2)∈R2(u_{1}, u_{2}), (v_{1}, v_{2}) \in \mathbb{R}^{2} such that q1(u1,u2)=1=q2(v1,v2)q_{1}(u_{1}, u_{2}) = 1 = q_{2}(v_{1}, v_{2}). Define q(x1,x2,y1,y2)=q1(x1,x2)−q2(y1,y2)q(x_{1}, x_{2}, y_{1}, y_{2}) = q_{1}(x_{1}, x_{2}) - q_{2}(y_{1}, y_{2}). Which of the following statements are necessarily true?

  1. A.q is a quadratic form in x1,x2,y1,y2x_{1}, x_{2}, y_{1}, y_{2}✓ Correct
  2. B.There exists (t1,t2)∈R2(t_{1}, t_{2}) \in \mathbb{R}^{2} such that q1(t1,t2)=5q_{1}(t_{1}, t_{2}) = 5✓ Correct
  3. C.There does not exist (s1,s2)∈R2(s_{1}, s_{2}) \in \mathbb{R}^{2} such that q2(s1,s2)=−5q_{2}(s_{1}, s_{2}) = -5
  4. D.Given α∈R\alpha \in \mathbb{R}, there exists a vector w∈R4w \in \mathbb{R}^{4} such that q(w)=αq(w) = \alpha✓ Correct

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Q13Hypothesis droppedLiouville, Morera, maximum modulus principle

Suppose that f is an entire function such that |f(z)| ≥ 2024 for all z∈Cz \in \mathbb{C}. Which of the following statements are necessarily true?

  1. A.f(z) = 2024 for all z∈Cz \in \mathbb{C}
  2. B.f is a constant function✓ Correct
  3. C.f is an injective function
  4. D.f is a bijective function

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Q14Standard counterexampleLiouville, Morera, maximum modulus principle

Let f be an entire function such that for every integer k ≥ 1 there is an infinite set X_k such that f(z) = 1/k for all z ∈ X_k. Which of the following statements are necessarily true?

  1. A.There exists an infinite set X such that f(z) = 0 for all z ∈ X
  2. B.There exists a non-empty closed set X such that f(z) = 0 for all z ∈ X
  3. C.The set X_k is unbounded for each k ≥ 1✓ Correct
  4. D.If there exists a bounded sequence (z_k)_(k≥1) such that z_k ∈ X_k for each k ≥ 1, then f has a zero✓ Correct

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Q15Standard counterexamplePermutation groups: cycles, sign, conjugacy in S_n and A_n

Which of the following numbers are order of some element of the symmetric group S5S_{5}?

  1. A.3✓ Correct
  2. B.4✓ Correct
  3. C.5✓ Correct
  4. D.6✓ Correct

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Q16Property not inheritedIdeals, quotient rings, prime & maximal ideals, CRT

Let R and S be non-zero commutative rings with multiplicative identities 1_R, 1_S, respectively. Let f : R → S be a ring homomorphism with f(1_R) = 1_S. Which of the following statements are true?

  1. A.If f(a) is a unit in S for every non-zero element a ∈ R, then S is a field
  2. B.If f(a) is a unit in S for every non-zero element a ∈ R, then f(R) is a field
  3. C.If R is a field, then f(a) is a unit in S for every non-zero element a ∈ R✓ Correct
  4. D.If a is a unit in R, then f(a) is a unit in S✓ Correct

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Q17Standard counterexampleIdeals, quotient rings, prime & maximal ideals, CRT

Let I be an ideal of the ring 𝔽2[t]/(t2(1−t)2)_{2}[t]/(t^{2}(1 - t)^{2}). Which of the following are the possible values for the cardinality of I?

  1. A.1✓ Correct
  2. B.8✓ Correct
  3. C.16✓ Correct
  4. D.24

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Q18Execution slipLinear ODE, Wronskian, variation of parameters, systems

If x1=x1(t),x2=x2(t)x_{1} = x_{1}(t), x_{2} = x_{2}(t) is the solution of the initial value problem e^(−t) dx1/_{1}/dt =−x1+x2,e(−t)= -x_{1} + x_{2}, e^(-t) dx2/_{2}/dt =−x1−x2,x1(0)=1,x2(0)=0= -x_{1} - x_{2}, x_{1}(0) = 1, x_{2}(0) = 0, and r(t)=x12(t)+x22(t)r(t) = \sqrt{x_{1}^{2}(t) + x_{2}^{2}(t)}, then which of the following statements are true?

  1. A.r(t) → 0 as t→+∞t \to +\infty✓ Correct
  2. B.r(ln 2) = e⁻1^{1}✓ Correct
  3. C.r(ln 2) = 2e⁻1^{1}
  4. D.r(t)eᵗ → 0 as t→+∞t \to +\infty✓ Correct

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Q19Execution slipFirst-order PDE: Lagrange, Charpit, characteristics

Consider the initial boundary value problem (IBVP)ut+ux=2u) u_{t} + u_{x} = 2u for x > 0, t > 0; u(0, t) = 1 + sin t for t > 0; u(x, 0) = eˣ cos x for x > 0. If u is the solution of the IBVP, then the value of u(2π,π)/u(π,2π)u(2\pi, \pi)/u(\pi, 2\pi) is

  1. A.eπe^\pi
  2. B.e(−π)e^(-\pi)
  3. C.−eπ-e^\pi✓ Correct
  4. D.−e(−π)-e^(-\pi)

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Q20Existence vs uniquenessLaplace, heat and wave equations: separation of variables

Let B(0,2) = {(x,y)∈R2:x2+y2<4(x, y) \in \mathbb{R}^{2} : x^{2} + y^{2} < 4}, and ∂B\partial{}B denote the boundary of B(0,2). Assume (α,β)≠(0,0),k∈R(\alpha, \beta) \ne (0,0), k \in \mathbb{R}, and u is any solution to −Δu=0-\Delta{}u = 0 in B(0,2),αu(x,y)+β(∂u/∂ν)(x,y)=1+(x2+y2)kB(0,2), \alpha{}u(x, y) + \beta(\partial{}u/\partial\nu)(x, y) = 1 + (x^{2} + y^{2})k on ∂B\partial{}B, where ν(x,y)\nu(x, y) is the unit outward normal to B(0,2) at (x,y)∈∂B(x, y) \in \partial{}B. Consider the following statements: S1S_{1}: If β=0\beta = 0, then there exists a(x0,y0)∈B(0,2)a (x_{0}, y_{0}) \in B(0,2) such that |u(x0,y0)u(x_{0}, y_{0})| = |1 + 4k|/|α\alpha|. S2S_{2}: If α=0\alpha = 0, then k = −1/4. Then

  1. A.S1S_{1} is true but S2S_{2} is false
  2. B.S2S_{2} is true but S1S_{1} is false
  3. C.both S1S_{1} and S2S_{2} are true✓ Correct
  4. D.both S1S_{1} and S2S_{2} are false

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Q21Boundary and endpointEuler–Lagrange equation and standard functionals

The infimum of the set {∫a\int_{a}ᵇ 1+(y′(t))2\sqrt{1 + (y'(t))^{2}}dt : y∈C1[a,b],y(a)=a2,y(b)=b−5y \in C^{1}[a, b], y(a) = a^{2}, y(b) = b - 5} is

  1. A.192/819\sqrt{2}/8✓ Correct
  2. B.19219\sqrt{2}
  3. C.19/8
  4. D.19/(22)19/(2\sqrt{2})

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Q22Existence vs uniquenessFredholm and Volterra equations

For c∈Rc \in \mathbb{R}, consider the following Fredholm integral equation y(x) = 1 + x + cx2+2∫01(1−3^{2} + 2\int_{0}^{1} (1 - 3xt)y(t)dt. Then the values of c for which the integral equation admits a solution are

  1. A.−8✓ Correct
  2. B.−6
  3. C.2
  4. D.6

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Q23Execution slipLagrangian formalism and generalised coordinates

Consider a solid torus of constant density ρ\rho, formed by revolving the disc (y−b)2+z2≤a2,x=0(y - b)^{2} + z^{2} \le a^{2}, x = 0 about the z-axis, where 0 < a < b. Then the moment of inertia of the solid torus about the z-axis is

  1. A.2π2a2b2(4b2+3a2)ρ2\pi^{2}a^{2}b^{2}(4b^{2} + 3a^{2})\rho
  2. B.(π2/2)a2b(4b2+3a2)ρ(\pi^{2}/2)a^{2}b(4b^{2} + 3a^{2})\rho✓ Correct
  3. C.(π2/2)a2b(4a2+3b2)ρ(\pi^{2}/2)a^{2}b(4a^{2} + 3b^{2})\rho
  4. D.2π2a2b2(4a2+3b2)ρ2\pi^{2}a^{2}b^{2}(4a^{2} + 3b^{2})\rho

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Q24Execution slipRandom variables, distributions, moments, MGF

Let X and Y be independent random variables with X ~ N(2, 4) and Y ~ N(−4, 9) where N(μ,σ2)N(\mu, \sigma^{2}) denotes a normal distribution with mean μ\mu and variance σ2\sigma^{2}. Given Φ(1)=0.8413,Φ(2)=0.9772\Phi(1) = 0.8413, \Phi(2) = 0.9772 and Φ(3)=0.9987\Phi(3) = 0.9987 where Φ(⋅)\Phi(\cdot) is the cumulative distribution function of a standard normal random variable. Which of the following statements are true?

  1. A.Var(2X + Y) = 17
  2. B.P(|2X + Y| ≤ 15) = 0.9974✓ Correct
  3. C.Cov(3X + 2Y, 3X − 2Y) = 0✓ Correct
  4. D.2X − Y ~ N(0, 25)

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Q25Standard counterexampleMarkov chains: classification of states, stationary distributions

Transition probability matrix of a homogeneous Markov chain with states 0, 1, 2, 3 is P = [[1/4, 3/4, 0, 0], [1, 0, 0, 0], [2/3, 0, 1/3, 0], [0, 0, 2/5, 3/5]], where rows and columns are indexed 0, 1, 2, 3. Which of the following statements are true?

  1. A.state 0 is positive recurrent✓ Correct
  2. B.state 3 is transient✓ Correct
  3. C.state 1 is aperiodic and positive recurrent✓ Correct
  4. D.state 2 is aperiodic and null-recurrent

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Q26Dependence misreadJoint distributions, transformations, order statistics

Let X and Y be jointly distributed continuous random variables with joint probability density function f(x, y) = x/y if 0 < x < y < 2, and 0 otherwise. Which of the following statements are true?

  1. A.P(X < 1/2 | Y = 1) = 1/4✓ Correct
  2. B.E(Y) = 1/4
  3. C.P(X < Y/2) = 1/4✓ Correct
  4. D.E(Y/X) = 1/4

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Q27Standard counterexampleJoint distributions, transformations, order statistics

Let X1,X2X_{1}, X_{2} denote lifetimes (in years) of 2 components of an electronic system. Let Y1=X1+X2,Y2=max⁡Y_{1} = X_{1} + X_{2}, Y_{2} = \max{X1,X2X_{1}, X_{2}} and Y3=min⁡Y_{3} = \min{X1,X2X_{1}, X_{2}}. Assume that X1X_{1} and X2X_{2} are independent, each following exponential distribution with probability density function f(x) = (1/2)e^(−x/2) if x > 0, and 0 otherwise. Which of the following statements are true?

  1. A.P(Y1>2)=2eP(Y_{1} > 2) = 2e⁻1^{1}✓ Correct
  2. B.P(Y2>2)=eP(Y_{2} > 2) = e⁻2^{2}
  3. C.P(Y3>2)=eP(Y_{3} > 2) = e⁻2^{2}✓ Correct
  4. D.Var(Y1+Y2+Y3)=32Var(Y_{1} + Y_{2} + Y_{3}) = 32✓ Correct

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Q28Standard counterexampleJoint distributions, transformations, order statistics

Let X1,X2,X3X_{1}, X_{2}, X_{3} be a random sample from a continuous distribution having cumulative distribution function F(t), probability density function f(t), and failure rate function r(t) = f(t)/(1 − F(t)), t > 0, where F(0) = 0. If r(t) = 1 for all t > 0, then which of the following statements are true?

  1. A.P(max{X1,X2X_{1}, X_{2}} < 1) = 1/(2e)
  2. B.P(min{X1,X2X_{1}, X_{2}} > 1) = 1/(2e)
  3. C.P(min{X1,X2X_{1}, X_{2}} <X3)=2/3< X_{3}) = 2/3✓ Correct
  4. D.P(max{X1,X2X_{1}, X_{2}} <X3)=1/3< X_{3}) = 1/3✓ Correct

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Q29Boundary and endpointMLE and method of moments

Let X1,…,Xn(n≥2)X_{1}, \dots, X_{n} (n \ge 2) be a random sample from aU(−θ,2θ)a U(-\theta, 2\theta) distribution, where θ>0\theta > 0 is an unknown parameter. Let Xˉ=(1/n)∑i{\bar{X}} = (1/n)\sum_{i}₌1nXi,X(1)=min⁡_{1}^{n}X_{i}, X_{(1)} = \min{X1,…,XnX_{1}, \dots, X_{n}} and X(n)=max⁡X_{(n)} = \max{X1,…,XnX_{1}, \dots, X_{n}}. Which of the following statements are true?

  1. A.Maximum likelihood estimator of θ\theta is min{X(1),X(n)/2X_{(1)}, X_{(n)}/2}
  2. B.Maximum likelihood estimator of θ\theta is max{−X(1),X(n)/2-X_{(1)}, X_{(n)}/2}✓ Correct
  3. C.Method of moments estimator of θ\theta is 2X̄✓ Correct
  4. D.Method of moments estimator of θ\theta is 2X̄/3

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Q30Boundary and endpointMLE and method of moments

Let Y1,…,Yn(n≥2)Y_{1}, \dots, Y_{n} (n \ge 2) be independent observations; YiY_{i} ~ N(βxi,σ2),i=1,…,nN(\beta{}x_{i}, \sigma^{2}), i = 1, \dots, n; where x1,…,xnx_{1}, \dots, x_{n} and σ2(>0)\sigma^{2}(> 0) are known constants and β∈R\beta \in \mathbb{R} is an unknown parameter. Consider N(β0,τ2)N(\beta_{0}, \tau^{2}) prior for the parameter β\beta, where β0\beta_{0} and τ2(>0)\tau^{2}(> 0) are known constants, and N(μ,λ2)N(\mu, \lambda^{2}) denotes a normal distribution with mean μ\mu and variance λ2\lambda^{2}. Suppose ȳ =(1/n)∑i= (1/n)\sum_{i}₌1nyi_{1}^{n}y_{i} and xˉ=(1/n)∑i{\bar{x}} = (1/n)\sum_{i}₌1nxi_{1}^{n}x_{i} are observed sample means. Under squared error loss function, which of the following statements are true?

  1. A.Bayes estimate of β\beta tends to β0\beta_{0} as τ2→0\tau^{2} \to 0✓ Correct
  2. B.Bayes estimate of β\beta tends to ȳ/x̄ as τ2→0\tau^{2} \to 0
  3. C.Bayes estimate of β\beta tends to the BLUE of β\beta as τ2→∞\tau^{2} \to \infty✓ Correct
  4. D.Bayes estimate of β\beta tends to MLE of β\beta as τ2→∞\tau^{2} \to \infty✓ Correct

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Q31What the inference meansStandard discrete and continuous distributions

Let X1,…,X12X_{1}, \dots, X_{12} be a random sample from the N(2, 4) distribution and Y1,…,Y15Y_{1}, \dots, Y_{15} be a random sample from the N(−2, 5) distribution, where N(μ,σ2)N(\mu, \sigma^{2}) denotes a normal distribution with mean μ\mu and variance σ2\sigma^{2}. Assume that the two random samples are mutually independent. Let Xˉ=(1/12)∑i{\bar{X}} = (1/12)\sum_{i}₌112Xi,S12=(1/11)∑i_{1}^{12}X_{i}, S_{1}^{2} = (1/11)\sum_{i}₌112(Xi−Xˉ)2_{1}^{12}(X_{i} - {\bar{X}})^{2}, Ȳ =(1/15)∑j= (1/15)\sum_{j}₌115Yj,S22=(1/14)∑j_{1}^{15}Y_{j}, S_{2}^{2} = (1/14)\sum_{j}₌115(Yj−_{1}^{15}(Y_{j} - Ȳ)2)^{2}. Which of the following statements are true?

  1. A.The distribution of X̄ + Ȳ is N(0, 2/3)✓ Correct
  2. B.The distribution of (1/20)(55S12+56S22)(1/20)(55S_{1}^{2} + 56S_{2}^{2}) is χ262\chi^{2}_{26}
  3. C.The distribution of (5/4)(S12/S22)(5/4)(S_{1}^{2}/S_{2}^{2}) is F11,14F_{11},_{14}✓ Correct
  4. D.The distribution of 23(2\sqrt{3}(Ȳ +2)/S1+ 2)/S_{1} is t14t_{14}

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Q32What the inference meansGauss–Markov, regression, ANOVA basics

In a standard linear regression model, let R2R^{2} and Rˉ2{\bar{R}}^{2}, respectively, denote the coefficient of determination and adjusted coefficient of determination. Which of the following statements are true?

  1. A.Rˉ2<R2{\bar{R}}^{2} < R^{2}✓ Correct
  2. B.R2R^{2} increases as the number of independent variables increase✓ Correct
  3. C.Rˉ2{\bar{R}}^{2} decreases as the number of independent variables increase
  4. D.Rˉ2>0{\bar{R}}^{2} > 0

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Q33What the inference meansGauss–Markov, regression, ANOVA basics

Consider the two-way ANOVA model Yij=μ+αi+βj+εij,i=1,2;j=1,2Y_{ij} = \mu + \alpha_{i} + \beta_{j} + \varepsilon_{ij}, i = 1, 2; j = 1, 2, where μ\mu is the overall mean effect, αi\alpha_{i} is the effect of the i-th level of factor A,βjA, \beta_{j} is the effect of j-th level of factor B,YijB, Y_{ij} is the response of the (i, j)-th experimental unit and εij\varepsilon_{ij} is the corresponding error with E(εij)=0E(\varepsilon_{ij}) = 0 for i = 1, 2; j = 1, 2. Which of the following are estimable linear parametric functions?

  1. A.μ+α2+β2\mu + \alpha_{2} + \beta_{2}✓ Correct
  2. B.α1−β1\alpha_{1} - \beta_{1}
  3. C.α2−β2\alpha_{2} - \beta_{2}
  4. D.μ−α1−β1\mu - \alpha_{1} - \beta_{1}

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Q34Invariants don't determineMultivariate normal distribution

Let X=(X1,X2)TX = (X_{1}, X_{2})^{T} be a bivariate random vector with covariance matrix ∑=[[1,2],[2,2]]\sum = [[1, \sqrt{2}], [\sqrt{2}, 2]]. Which of the following statements are true?

  1. A.The first principal component based on ∑\sum explains exactly 90% of the total variability
  2. B.The second principal component based on ∑\sum explains exactly 10% of the total variability
  3. C.sup{aT∑a:a∈R2a^{T}\sum{}a : a \in \mathbb{R}^{2} and aᵀa = 1} = 3✓ Correct
  4. D.The first principal component based on ∑\sum is (1/3)(X1+2X2)(1/\sqrt{3})(X_{1} + \sqrt{2X_{2}})✓ Correct

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Q35Limit assumed to existSeries: comparison, ratio, root, Raabe, condensation, alternating, rearrangements

Let ∑n\sum_{n}₌1∞an_{1}^\infty a_{n} be a convergent series of real numbers. For n ≥ 1 define An=anA_{n} = a_{n} if an>0a_{n} > 0 and 0 otherwise; Bn=anB_{n} = a_{n} if an<0a_{n} < 0 and 0 otherwise. Which of the following statements are necessarily true?

  1. A.An→0A_{n} \to 0 and Bn→0B_{n} \to 0 as n→∞n \to \infty✓ Correct
  2. B.If ∑n\sum_{n}₌1∞an_{1}^\infty a_{n} is absolutely convergent, then both ∑n\sum_{n}₌1∞An_{1}^\infty A_{n} and ∑n\sum_{n}₌1∞Bn_{1}^\infty B_{n} are absolutely convergent✓ Correct
  3. C.Both ∑n\sum_{n}₌1∞An_{1}^\infty A_{n} and ∑n\sum_{n}₌1∞Bn_{1}^\infty B_{n} are convergent
  4. D.If ∑n\sum_{n}₌1∞an_{1}^\infty a_{n} is not absolutely convergent, then both ∑n\sum_{n}₌1∞An_{1}^\infty A_{n} and ∑n\sum_{n}₌1∞Bn_{1}^\infty B_{n} are divergent✓ Correct

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Q36Boundary and endpointDifferentiability, mean value theorems, Taylor, L'Hôpital

Define f:R→Rf : \mathbb{R} \to \mathbb{R} by f(x) = x|x|. Which of the following statements are true?

  1. A.f is continuous on R\mathbb{R}✓ Correct
  2. B.f is differentiable on R\mathbb{R}✓ Correct
  3. C.f is differentiable only at 0
  4. D.f is not differentiable at 0

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Q37Standard counterexamplelimsup, liminf and subsequential limits

Let (an)n≥1(a_{n})_{n}\ge_{1} be a bounded sequence of real numbers such that limn→∞anlim_{n}\to\infty a_{n} does not exist. Let S = {l∈Rl \in \mathbb{R} : there exists a subsequence of (an)(a_{n}) converging to l}. Which of the following statements are necessarily true?

  1. A.S is the empty set
  2. B.S has exactly one element
  3. C.S has at least two elements✓ Correct
  4. D.S has to be a finite set

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Q38Boundary and endpointImproper integrals and convergence tests

Consider the improper integrals I=∫(π/2)πI = \int_(\pi/2)^\pi dx/sin⁡x/\sqrt{\sin x} and, for a≥0,Ia=∫a∞a \ge 0, I_{a} = \int_a^\infty dx/(x1+x2)/(x\sqrt{1 + x^{2}}). Which of the following statements are true?

  1. A.The integral I is convergent✓ Correct
  2. B.The integral I is not convergent
  3. C.The integral IaI_{a} converges for a = 1/2 but not for a = 0✓ Correct
  4. D.The integral IaI_{a} converges for all a ≥ 0

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Q39Standard counterexamplePartial derivatives, differentiability, chain rule

Define f:R2→Rf : \mathbb{R}^{2} \to \mathbb{R} by f(x,y)=yx2+y2/xf(x, y) = y\sqrt{x^{2} + y^{2}}/x if x ≠ 0, and f(x, y) = 0 if x = 0. Which of the following statements are true?

  1. A.∂f/∂x(0,0)\partial{}f/\partial{}x(0, 0) exists✓ Correct
  2. B.∂f/∂y(0,0)\partial{}f/\partial{}y(0, 0) exists✓ Correct
  3. C.f is not continuous at (0, 0)✓ Correct
  4. D.f is not differentiable at (0, 0)✓ Correct

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Q40Converse assumedInverse and implicit function theorems, extrema

Let f:R2→R3f : \mathbb{R}^{2} \to \mathbb{R}^{3} be a differentiable function such that (Df)(0,0) has rank 2. Write f=(f1,f2,f3)f = (f_{1}, f_{2}, f_{3}). Which of the following statements are necessarily true?

  1. A.f is injective in a neighbourhood of (0, 0)✓ Correct
  2. B.There exists an open neighbourhood U of (0, 0) in R2\mathbb{R}^{2} such that f3f_{3} is a function of f1f_{1} and f2f_{2}
  3. C.f maps an open neighbourhood of (0, 0) in R2\mathbb{R}^{2} onto an open subset of R3\mathbb{R}^{3}
  4. D.(0, 0) is an isolated point of f⁻1(^{1}({f(0,0)})✓ Correct

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Q41Finite-dimensional intuitionGram–Schmidt, orthogonal/unitary/normal matrices, spectral theorem

Consider the real vector space V=R[x]V = \mathbb{R}[x] equipped with an inner product. Let W be the subspace of V consisting of polynomials of degree at most 2. Let W^⊥ denote the orthogonal complement of W in V. Which of the following statements are true?

  1. A.There exists a polynomial p(x) ∈ W such that x4−p(x)∈W⊥x^{4} - p(x) \in W^\perp✓ Correct
  2. B.W^⊥ = {0}
  3. C.W and W^⊥ have the same dimension over R\mathbb{R}
  4. D.W^⊥ is an infinite dimensional vector space over R\mathbb{R}✓ Correct

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Q42Standard counterexampleLaurent series, classification of singularities, Casorati–Weierstrass

For z∈Cz \in \mathbb{C} \ {0}, let f(z) = (1/z)sin(1/z) and g(z) = f(z)sin(z). Which of the following statements are true?

  1. A.f has an essential singularity at 0✓ Correct
  2. B.g has an essential singularity at 0✓ Correct
  3. C.f has a removable singularity at 0
  4. D.g has a removable singularity at 0

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Q43Boundary and endpointPower series and analyticity

Which of the following conditions ensure that the power series ∑(n≥0)anzn\sum_(n\ge0) a_{n}z^{n} defines an entire function?

  1. A.The power series converges for every z∈Cz \in \mathbb{C}✓ Correct
  2. B.The power series converges for every z∈Rz \in \mathbb{R}✓ Correct
  3. C.The power series converges for every z ∈ {2n:n∈N2^{n} : n \in \mathbb{N}}✓ Correct
  4. D.The power series converges for every z ∈ {1/5n:n∈N1/5^{n} : n \in \mathbb{N}}

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Q44Property not inheritedEuclidean, PID, UFD hierarchy

Let R be a principal ideal domain with a unique maximal ideal. Which of the following statements are necessarily true?

  1. A.Every quotient ring of R is a principal ideal domain
  2. B.There exists a quotient ring S of R and an ideal I ⊆ S which is not principal
  3. C.R has countably many ideals✓ Correct
  4. D.Every quotient ring S(≠ {0}) of R has a unique maximal ideal which is principal✓ Correct

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Q45Property not inheritedPolynomial rings and irreducibility tests

For two indeterminates x, y, let R = 𝔽3[x]_{3}[x] and S = R[y]. Which of the following statements are true?

  1. A.S is a principal ideal domain
  2. B.S/(y2+x2)S/(y^{2} + x^{2}) is a unique factorization domain
  3. C.S is a unique factorization domain✓ Correct
  4. D.S/(x) is a principal ideal domain✓ Correct

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Q46Standard counterexampleField extensions, splitting fields, finite fields

For which of the following values of q, does a finite field of order q have exactly 6 subfields?

  1. A.q=218q = 2^{18}✓ Correct
  2. B.q=232q = 2^{32}✓ Correct
  3. C.q=212q = 2^{12}✓ Correct
  4. D.q=2243q = 2^{243}✓ Correct

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Q47Standard counterexampleStandard spaces: cofinite, cocountable, Sorgenfrey, Cantor set

Let X denote the topological space R\mathbb{R} with the cofinite topology (i.e., the finite complement topology) and let Y denote the topological space R\mathbb{R} with the Euclidean topology. Which of the following statements are true?

  1. A.X × [0, 1] is closed in X × Y with respect to the product topology✓ Correct
  2. B.X × [0, 1] is compact with respect to the product topology✓ Correct
  3. C.X is compact✓ Correct
  4. D.X × Y is compact with respect to the product topology

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Q48Property not inheritedStandard spaces: cofinite, cocountable, Sorgenfrey, Cantor set

Let τ\tau be the smallest topology on the set R\mathbb{R} containing β=\beta = {[a, b) | a<b;a,b∈Ra < b; a, b \in \mathbb{R}}. Which of the following statements are true?

  1. A.β\beta is a basis for topology τ\tau✓ Correct
  2. B.R\mathbb{R} is compact in the topology τ\tau
  3. C.Topology τ\tau is the same as the Euclidean topology
  4. D.Topology τ\tau is Hausdorff✓ Correct

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Q49Boundary and endpointStability and phase portraits

Consider the initial value problem (IVP)y′(x)=sin⁡(y(x))/(1+y4(x))) y'(x) = \sin(y(x))/(1 + y^{4}(x)) for x∈Rx \in \mathbb{R}, with y(0)=y0y(0) = y_{0}. Then which of the following statements are true?

  1. A.There is a positive y0y_{0} such that the solution of the IVP is unbounded
  2. B.There is a negative y0y_{0} such that the solution of the IVP is bounded✓ Correct
  3. C.For every y0∈Ry_{0} \in \mathbb{R}, every solution of the IVP is bounded✓ Correct
  4. D.For every y0∈Ry_{0} \in \mathbb{R}, there is a solution to the IVP for all x∈Rx \in \mathbb{R}✓ Correct

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Q50Execution slipSturm–Liouville problems and Green's functions

Consider the boundary value problem (BVP) (e^(−5x)y′)′ + 6e^(−5x)y = −f(x), 0 < x < ln 2, with y(0) = 0, y(ln 2) = 0. If G(x,ξ)=(e(3x)+G(x, \xi) = (e^(3x) + Be^(2x))(Ce(2ξ)+^(2\xi) + De(3ξ))^(3\xi)) for 0≤ξ≤x0 \le \xi \le x, and G(x,ξ)=(e(3ξ)+G(x, \xi) = (e^(3\xi) + Be(2ξ))(^(2\xi))(Ce^(2x) + De^(3x)) for x≤ξ≤ln⁡2(x \le \xi \le \ln 2 (Green's function) is such that ∫0(ln⁡2)G(x,ξ)f(ξ)dξ\int_{0}^(\ln 2) G(x, \xi)f(\xi)d\xi is the solution of the BVP, then the values of B, C and D are

  1. A.B = −2, C = −1, D = 1
  2. B.B = −2, C = 1, D = −1✓ Correct
  3. C.B = 2, C = 1, D = 1
  4. D.B = 2, C = −1, D = −1

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Q51Converse assumedRoot finding: bisection, Newton–Raphson, fixed point, order of convergence

Let S denote the set of all 2 × 2 matrices A such that the iterative sequence generated by the Gauss-Seidel method applied to the system of linear equations A(x1,x2)T=(2,3)TA(x_{1}, x_{2})^{T} = (2, 3)^{T} converges for every initial guess. Then which of the following statements are true?

  1. A.[[5, 8], [1, 2]] ∈ S✓ Correct
  2. B.[[3, 2], [1, 2]] ∈ S✓ Correct
  3. C.[[−3, 1], [2, 3]] ∈ S✓ Correct
  4. D.[[2, 2], [4, 3]] ∈ S

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Q52Execution slipInterpolation and numerical integration with error terms

Let g(x) be the polynomial of degree at most 4 that interpolates the data (x, y) = (−1, −30), (0, 1), (2, c), (3, 10), (6, 19). If g(4) = 5, then which of the following statements are true?

  1. A.c = 13
  2. B.g(5) = 6✓ Correct
  3. C.g(1) = 14✓ Correct
  4. D.c = 15✓ Correct

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Q53Hypothesis droppedIsoperimetric problems

The extremizer of the problem min⁡[(1/2)∫\min[(1/2)\int₋11((y′(x))2+(y(x))2)_{1}^{1} ((y'(x))^{2} + (y(x))^{2})dx] subject to y∈C1[−1,1],∫y \in C^{1}[-1, 1], \int₋11_{1}^{1} xy(x)dx = 0 and y(−1) = y(1) = 1 is

  1. A.(e/(1+e2))(e(e/(1 + e^{2}))(eˣ + e⁻ˣ)+x2−1) + x^{2} - 1
  2. B.(e/(1+e2))(e(e/(1 + e^{2}))(eˣ + e⁻ˣ)+1−x2) + 1 - x^{2}
  3. C.(e/(1+e2))(e(e/(1 + e^{2}))(eˣ + e⁻ˣ)✓ Correct
  4. D.(e/(1+e2))(e(e/(1 + e^{2}))(eˣ + e⁻ˣ)+sin⁡(2πx)) + \sin(2\pi{}x)

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Q54Boundary and endpointSeparable kernels and resolvent kernels

For λ∈R\lambda \in \mathbb{R} such that |λ\lambda| < 5/32, let R(x,t,λ)R(x, t, \lambda) and u denote the resolvent kernel and the solution, respectively, of the Fredholm integral equation u(x)=x+(λ/2)∫u(x) = x + (\lambda/2)\int₋22(_{2}^{2} (xt +x2t2)u(t)+ x^{2}t^{2})u(t)dt. Then which of the following statements are true?

  1. A.R(x,t,λ)=3R(x, t, \lambda) = 3xt/(3−8λ)−5x2t2/(5−32λ)/(3 - 8\lambda) - 5x^{2}t^{2}/(5 - 32\lambda)
  2. B.R(x,t,λ)=3R(x, t, \lambda) = 3xt/(3−8λ)+5x2t2/(5−32λ)/(3 - 8\lambda) + 5x^{2}t^{2}/(5 - 32\lambda)✓ Correct
  3. C.u(1)=−5/(5−32λ)u(1) = -5/(5 - 32\lambda)
  4. D.u(1)=3/(3−8λ)u(1) = 3/(3 - 8\lambda)✓ Correct

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Q55Limit assumed to existModes of convergence, WLLN, SLLN, CLT

Let {XnX_{n}}n≥1_{n}\ge_{1} be a sequence of independent and identically distributed random variables with E(X1)=0E(X_{1}) = 0 and Var(X1)=1Var(X_{1}) = 1. Which of the following statements are true?

  1. A.lim⁡(n→∞)P((n⋅∑i\lim(n\to\infty) P((\sqrt{n}\cdot\sum_{i}₌1nXi)/(∑i_{1}^{n}X_{i})/(\sum_{i}₌1nXi2)≤0)=1/2_{1}^{n}X_{i}^{2}) \le 0) = 1/2✓ Correct
  2. B.(∑i(\sum_{i}₌1nXi)/(∑i_{1}^{n}X_{i})/(\sum_{i}₌1nXi2)_{1}^{n}X_{i}^{2}) converges in probability to 0 as n→∞n \to \infty✓ Correct
  3. C.(1/n)∑i(1/n)\sum_{i}₌1nXi2_{1}^{n}X_{i}^{2} converges in probability to 1 as n→∞n \to \infty✓ Correct
  4. D.lim⁡(n→∞)P((∑i\lim(n\to\infty) P((\sum_{i}₌1nXi)/n≤0)=1/2_{1}^{n}X_{i})/\sqrt{n} \le 0) = 1/2✓ Correct

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Q56Dependence misreadSufficiency, completeness, UMVUE, Cramér–Rao

Let X1,…,XnX_{1}, \dots, X_{n} be independent and identically distributed U(0,θ),θ>0U(0, \theta), \theta > 0 random variables. Define X(n)=max⁡X_{(n)} = \max{X1,…,XnX_{1}, \dots, X_{n}} and X(1)=min⁡X_{(1)} = \min{X1,…,XnX_{1}, \dots, X_{n}}. Which of the following statements are true?

  1. A.Cov(X(n)/X(1),X(n))=0Cov(X_{(n)}/X_{(1)}, X_{(n)}) = 0✓ Correct
  2. B.E(X(1)/X(n))=E(X(1))/E(X(n))E(X_{(1)}/X_{(n)}) = E(X_{(1)})/E(X_{(n)})✓ Correct
  3. C.Cov(X(1)/X(n),X(n))=0Cov(X_{(1)}/X_{(n)}, X_{(n)}) = 0✓ Correct
  4. D.Cov(ln⁡(X(1))−ln⁡(X(1)+X(n)),X(n))<0Cov(\ln(X_{(1)}) - \ln(X_{(1)} + X_{(n)}), X_{(n)}) < 0

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Q57What the inference meansSufficiency, completeness, UMVUE, Cramér–Rao

Let X1,…,Xn(n≥3)X_{1}, \dots, X_{n} (n \ge 3) be a random sample from a distribution having probability density function f(x | θ)=θe(−θx)\theta) = \theta{}e^(-\theta{}x) if x > 0, and 0 otherwise, where θ>0\theta > 0 is an unknown parameter. Let Tn=(1/n)∑iT_{n} = (1/n)\sum_{i}₌1nXi_{1}^{n}X_{i}. Which of the following statements are true?

  1. A.Uniformly minimum variance unbiased estimator of θ\theta is (n − 1)/(nTn)_{n})✓ Correct
  2. B.Cramer-Rao lower bound for the variance of any unbiased estimator of θ\theta is θ2/n\theta^{2}/n✓ Correct
  3. C.Uniformly minimum variance unbiased estimator of θ\theta attains the Cramer-Rao lower bound
  4. D.(1−e(−1/Tn))(1 - e^(-1/T_{n})) is a consistent estimator of Pθ(X1≤1)P_\theta(X_{1} \le 1)✓ Correct

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Q58What the inference meansLikelihood ratio and standard tests

Consider a six faced die whose i-th face is marked with i dots, i = 1, 2, …, 6. In a single random throw of the die, let pip_{i} denote the probability that the obtained upper face has i dots, i = 1, 2, …, 6. The die is rolled 240 times independently and the following result is obtained — face observed 1, 2, 3, 4, 5, 6 with frequencies 40, 55, 40, 25, 35, 45 respectively. Suppose we want to test H0:pi=1/6H_{0} : p_{i} = 1/6 for i = 1, 2, …, 6; against H1:pi≠1/6H_{1} : p_{i} \ne 1/6 for at least one i. It is given that χ52;0.05=11.07,χ62;0.05=12.59,χ52;0.01=15.09,χ62;0.01=16.81\chi^{2}_{5};_{0}._{05} = 11.07, \chi^{2}_{6};_{0}._{05} = 12.59, \chi^{2}_{5};_{0}._{01} = 15.09, \chi^{2}_{6};_{0}._{01} = 16.81. Based on the asymptotic goodness of fit χ2\chi^{2} test for testing H0H_{0} against H1H_{1}, which of the following statements are true?

  1. A.H0H_{0} is rejected at 5% level of significance✓ Correct
  2. B.H0H_{0} is rejected at 1% level of significance
  3. C.H0H_{0} is not rejected at 5% level of significance
  4. D.Observed value of the test statistic is 12.5✓ Correct

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Q59What the inference meansLikelihood ratio and standard tests

Observations on the shear strength of concrete from 5 randomly selected structures are given below — structure 1, 2, 3, 4, 5 with shear strength 1718.4, 1787.4, 2562.3, 2356.9, 2153.2 respectively. The null hypothesis H0H_{0} that the median shear strength is 2000 units is tested against the alternative hypothesis H1H_{1} that the median shear strength is greater than 2000 units at 5% level of significance. Which of the following statements are true?

  1. A.p-value of the sign test is 0.04
  2. B.H0H_{0} is NOT rejected at 5% level of significance by the sign test✓ Correct
  3. C.The observed value of Wilcoxon signed rank test statistic W⁺ is equal to 10✓ Correct
  4. D.If P(H0)(WP_(H_{0})(W⁺ ≥ 14) = 0.06, then H0H_{0} is rejected at 5% level of significance by the Wilcoxon signed rank test

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Q60Execution slipCRD, RBD, LSD essentials

Consider the following ANOVA table for a randomized block design — Treatments: sum of squares 48, degrees of freedom 4, mean squares 12, F calculated β\beta; Blocks: sum of squares 72, degrees of freedom 3, mean squares 24, F calculated 12; Error: sum of squares α\alpha, degrees of freedom m, mean squares γ\gamma; Total: sum of squares 144, degrees of freedom 19. Which of the following statements are true?

  1. A.α=20\alpha = 20
  2. B.β=6\beta = 6✓ Correct
  3. C.m = 10
  4. D.γ=2\gamma = 2✓ Correct

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