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PYQ Paper

CSIR NET December 2025 — Part B

All 39 Part B questions we have transcribed from this paper, of the 119 on the site for this sitting — every option and the answer key, with the reasoning for each one.

Part B

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

Q1Execution slipMLE and method of moments

Let X be a Binomial(n, p) random variable, where n ∈ {5, 6} and p ∈ {1/4, 3/4}. If X = 3 is observed, then the maximum likelihood estimate of (n, p) is

  1. A.(5, 1/4)
  2. B.(5, 3/4)✓ Correct
  3. C.(6, 3/4)
  4. D.(6, 1/4)

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Q2Execution slipGroup actions, class equation, p-groups

Let X = {1, …, 17} and S17S_{17} be the group of permutations of X. For a subgroup G of S17S_{17} and x ∈ X, let S_G(x) = {σ∈G\sigma \in G ∣ σ(x)=x\sigma(x) = x}. Which of the following statements is true for every subgroup G of S17S_{17}?

  1. A.The number of pairs (σ,x)∈G×X(\sigma, x) \in G \times X such that σ(x)=x\sigma(x) = x is strictly greater than ∑x\sum_{x} |S_G(x)|.
  2. B.The number (1/|G|)⋅∑x)\cdot\sum_{x} |S_G(x)| is always an integer.✓ Correct
  3. C.For all x ∈ X, S_G(x) is a normal subgroup of G.
  4. D.For all x, y ∈ X, S_G(x) is isomorphic to S_G(y).

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Q3Execution slipEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let I denote the 3×3 identity matrix. Given any three distinct matrices A,B,C∈M3(R)A, B, C \in M_{3}(\mathbb{R}), which of the following statements is necessarily true?

  1. A.There exists D∈M3(R)D \in M_{3}(\mathbb{R}) and a polynomial f∈R[X]f \in \mathbb{R}[X] satisfying f(A) = f(B) = f(C) = 0 and f(D) = I.✓ Correct
  2. B.There exists D∈M3(R)D \in M_{3}(\mathbb{R}) and a polynomial f∈R[X]f \in \mathbb{R}[X] satisfying f(A) = f(B) = 0, f(C) = I and f(D) = I.
  3. C.There exists D∈M3(R)D \in M_{3}(\mathbb{R}) and a polynomial f∈R[X]f \in \mathbb{R}[X] satisfying f(A) = 0, f(B) = f(C) = I and f(D) ≠ 0.
  4. D.There exists D∈M3(R)D \in M_{3}(\mathbb{R}) and a polynomial f∈R[X]f \in \mathbb{R}[X] satisfying f(A) = f(B) = 0, f(C) = I and f(D) = 0.

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Q4Hypothesis droppedCompactness and Tychonoff

Let X and Y be topological spaces. Consider the following statement: S: For every open subset U ⊆ X × Y and every x ∈ X such that {x} × Y ⊆ U, there is a neighbourhood W of x in X such that W × Y ⊆ U. Which of the following statements is true?

  1. A.If X × Y is Hausdorff, then the statement S is true.
  2. B.If Y is connected, then the statement S is true.
  3. C.If X × Y is regular, then the statement S is true.
  4. D.If Y is compact, then the statement S is true.✓ Correct

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Q5Invariants don't determineEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let M,N∈M3(C)M, N \in M_{3}(\mathbb{C}) be such that Trace(Mᵏ) = Trace(Nᵏ), 1 ≤ k ≤ 3. Which of the following statements is necessarily true?

  1. A.M2=N2M^{2} = N^{2}
  2. B.M3=N3M^{3} = N^{3}
  3. C.The characteristic polynomials of M and N are the same.✓ Correct
  4. D.The minimal polynomials of M and N are the same.

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Q6Existence vs uniquenessMarkov chains: classification of states, stationary distributions

Let {Xn:n≥0X_{n} : n \ge 0} be any homogeneous Markov Chain on the state space S = {1,2,3,4} having the transition probability matrix P=(pij)P = (p_{ij}) given by row 1 = (1/4, 0, 2/3, 1/12), row 2 = (0, 1, 0, 0), row 3 = (1/12, 0, 1/4, 2/3), row 4 = (2/3, 0, 1/12, 1/4). Which of the following statements about stationary distributions of any such Markov Chain is true?

  1. A.There is no stationary distribution
  2. B.Stationary distribution exists and is unique
  3. C.There are exactly two stationary distributions
  4. D.There are infinitely many stationary distributions✓ Correct

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Q7Execution slipBases, dimension, rank–nullity

Let F_q be a finite field with q elements. For n ≥ 2, let A be a 2n × 2n matrix with entries in F_q such that rank(A) = n. Let W = {v ∈ F_q^(2n) ∣ Av = 0}. Which of the following is necessarily the number of (n+2)-dimensional subspaces of F_q^(2n) that contain W?

  1. A.1
  2. B.(q^(2n) − q^n)(q^(2n) − q^(n+1))/q^n
  3. C.(q^(2n) − 1)(q^(2n) − q)⋯(q^(2n) − q^(n−1))/q^n
  4. D.(qn−1)(qn−q)/((q2−1)(q2−q))(q^n - 1)(q^n - q)/((q^{2} - 1)(q^{2} - q))✓ Correct

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Q8Execution slipPower series and analyticity

Let 𝔻 denote the open unit disc {z∈Cz \in \mathbb{C} : |z| < 1} and X = {f : 𝔻 →C\to \mathbb{C} ∣ f is holomorphic and satisfies f(2z)=f(z)/(1−f(z)2)f(2z) = f(z)/(1 - f(z)^{2}) for all |z| < 1/2}. Which of the following statements is true?

  1. A.X is uncountable.
  2. B.X is infinite and countable.
  3. C.Every element of X is an open map.
  4. D.X has exactly one element.✓ Correct

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Q9Execution slipLaplace, heat and wave equations: separation of variables

Let u(x,t) be the solution of the partial differential equation ut=16uxx+2,0<x<7,t>0u_{t} = 16u_{xx} + 2, 0 < x < 7, t > 0, satisfying the conditions ux(0,t)=u(7,t)=0u_{x}(0,t) = u(7,t) = 0 for t > 0, and u(x,0) = 0 for 0 < x < 7. Then which of the following statements is true?

  1. A.For each x ∈ (0,7), u(x,t) → 0 as t→∞t \to \infty.
  2. B.For each x∈(0,7),u(x,t)→x2(7−x)2/16x \in (0,7), u(x,t) \to x^{2}(7-x)^{2}/16 as t→∞t \to \infty.
  3. C.For each x∈(0,7),u(x,t)→(x2/16)(7−x)x \in (0,7), u(x,t) \to (x^{2}/16)(7-x) as t→∞t \to \infty.
  4. D.For each x∈(0,7),u(x,t)→(1/16)(49−x2)x \in (0,7), u(x,t) \to (1/16)(49-x^{2}) as t→∞t \to \infty.✓ Correct

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Q10Standard counterexampleSubgroups, cosets, Lagrange, cyclic groups

For a finite group G, let S(G) denote the number of subgroups of G. Which of the following statements is necessarily true?

  1. A.Let G and G′ be finite groups such that S(G) = S(G′). Then G is isomorphic to G′.
  2. B.If S(G) = 4, then |G| = pᵐ for some prime number p and positive integer m.
  3. C.If S(G) = 5, then G is a cyclic group.
  4. D.For every positive integer n, there exists a finite group G such that S(G) = n.✓ Correct

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Q11Hypothesis droppedJoint distributions, transformations, order statistics

Let X, Y, and Z be independent Normal random variables with means −1, 0, and 1, respectively, and variances 1, 1, and 3, respectively. Which of the following random variables has a Cauchy distribution with location parameter 0 and scale parameter 1?

  1. A.(X−1)/|Y|
  2. B.(X+2Y+Z)/(X−2Y+Z)✓ Correct
  3. C.(Z−1)/Y
  4. D.(X−Y)/(X+Y)

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Q12Execution slipEuler–Lagrange equation and standard functionals

Suppose y(x) is the extremal of the variational problem J(y)=∫04(y′)2/y2J(y) = \int_{0}^{4} (y')^{2}/y^{2} dx subject to y(0)=1,y(4)=e8y(0) = 1, y(4) = e^{8}. Then which of the following statements is true?

  1. A.y(loge2)=2y(log_{e} 2) = 2.
  2. B.y(loge3)=9y(log_{e} 3) = 9.✓ Correct
  3. C.y(loge4)=4y(log_{e} 4) = 4.
  4. D.y(loge5)=5y(log_{e} 5) = 5.

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Q13Execution slipSequences: convergence, monotone, Bolzano–Weierstrass, Cauchy

For a non-negative real number a, let a\sqrt{a} denote its non-negative square-root. Consider the function f:R→Rf : \mathbb{R} \to \mathbb{R} given by f(x)=x(x2+3−x2+2)f(x) = x(\sqrt{x^{2}+3} - \sqrt{x^{2}+2}). Which of the following statements is true?

  1. A.lim⁡(x→∞)f(x)=∞\lim (x\to\infty) f(x) = \infty
  2. B.lim⁡(x→∞)f(x)=0\lim (x\to\infty) f(x) = 0
  3. C.lim⁡(x→∞)f(x)=1\lim (x\to\infty) f(x) = 1
  4. D.lim⁡(x→∞)f(x)=1/2\lim (x\to\infty) f(x) = 1/2✓ Correct

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Q14Converse assumedExistence–uniqueness, Picard, Lipschitz

Consider the following statements: (P) The initial value problem y′ = f(y), where f(y) = y·cos(1/y) for y ≠ 0 and f(0) = 0, y(0) = 0, has at most one solution. (Q) If z(x) is the solution of the initial value problem z′=(1−z4)100/(1+z2),z(0)=0z' = (1-z^{4})^{100}/(1+z^{2}), z(0) = 0, then for each α∈(0,2)\alpha \in (0,2), there exists xα∈Rx_\alpha \in \mathbb{R} such that z(xα)=1−αz(x_\alpha) = 1-\alpha. Then which of the following statements is true?

  1. A.Both (P) and (Q) are true.✓ Correct
  2. B.(P) is true, (Q) is FALSE.
  3. C.(P) is FALSE, (Q) is true.
  4. D.Both (P) and (Q) are FALSE.

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Q15Execution slipFirst-order PDE: Lagrange, Charpit, characteristics

Consider the initial-boundary value problem (IBVP)ut+ux=0,0<x<∞,t>0,u(x,0)=e) u_{t} + u_{x} = 0, 0 < x < \infty, t > 0, u(x,0) = eˣ, 0<x<∞,u(0,t)=1−sin⁡t,t>00 < x < \infty, u(0,t) = 1 - \sin t, t > 0. Then which of the following statements is true?

  1. A.There exists a unique solution u(x,t) of IBVP such that u(1,t) = e − sin t, for all t < 1.
  2. B.There does NOT exist a solution u(x,t) of IBVP such that u(1,t) = e − sin t, for all t > 1.✓ Correct
  3. C.There exists a solution u(x,t) of IBVP such that u(x,t) = e^(x−t), for all t > x.
  4. D.There exists a solution u(x,t) of IBVP such that u(x,t) = e − sin(t−x), for all t < x.

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Q16Limit assumed to existlimsup, liminf and subsequential limits

For a non-negative real number a, let a\sqrt{a} denote its non-negative square-root. Consider the sequence {xnx_{n}}n≥1_{n}\ge_{1} defined by x1=1x_{1} = 1 and xnx_{n}₊1=1+xn2/n_{1} = \sqrt{1 + x_{n}^{2}/n} for n ≥ 1. Which of the following statements is true?

  1. A.lim sup⁡xn=1\limsup x_{n} = 1✓ Correct
  2. B.lim sup⁡xn=2\limsup x_{n} = \sqrt{2}
  3. C.lim sup⁡xn=2\limsup x_{n} = 2
  4. D.lim sup⁡xn=1+2\limsup x_{n} = 1 + \sqrt{2}

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Q17Execution slipLinear programming, simplex and duality

Consider the following linear programming problem: Maximize 3x1+4x23x_{1} + 4x_{2} subject to 3x1+2x2≤12,3x1+5x2≤15,2x1−x2≥0,x2≤23x_{1} + 2x_{2} \le 12, 3x_{1} + 5x_{2} \le 15, 2x_{1} - x_{2} \ge 0, x_{2} \le 2, and x1,x2≥0x_{1}, x_{2} \ge 0. Which of the following values is the optimum value of the objective function in the feasible region?

  1. A.11
  2. B.13
  3. C.14✓ Correct
  4. D.15

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Q18Execution slipLinear ODE, Wronskian, variation of parameters, systems

For a∈Ra \in \mathbb{R}, let y1(x)y_{1}(x) and y2(x)y_{2}(x) be solutions of the differential equation y′′+(e(x2)+cos⁡x)y=0y'' + (e^(x^{2}) + \cos x)y = 0 such that y1(0)=3,y1′(0)=−1,y2(0)=−5,y2′(0)=ay_{1}(0) = 3, y_{1}'(0) = -1, y_{2}(0) = -5, y_{2}'(0) = a. Suppose W(y1,y2)(x)W(y_{1},y_{2})(x) denotes the Wronskian of y1y_{1} and y2y_{2}. If W(y1,y2)(1/2)=4W(y_{1},y_{2})(1/2) = 4, then the value of a is

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

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Q19Boundary and endpointSeries: comparison, ratio, root, Raabe, condensation, alternating, rearrangements

Let α,β∈(0,∞)\alpha, \beta \in (0, \infty). Consider the infinite series ∑n≥4\sum_{n\ge4} 1/[n(logen)α(loge(logen))β]1/[n(log_{e} n)^\alpha (log_{e}(log_{e} n))^\beta]. Which of the following statements is true?

  1. A.The series converges for all α∈(0,1)\alpha \in (0,1) and for all β∈(1,∞)\beta \in (1,\infty).
  2. B.The series converges for α=1\alpha = 1 and β=1\beta = 1.
  3. C.The series converges for α=1\alpha = 1 and for all β∈(1,∞)\beta \in (1,\infty).✓ Correct
  4. D.The series converges for all α∈(0,∞)\alpha \in (0,\infty) and for all β∈(0,∞)\beta \in (0,\infty).

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Q20Dependence misreadMultivariate normal distribution

Let X=(X1,X2,X3)TX = (X_{1},X_{2},X_{3})^{T} be a 3×1 random vector with E(X) = (3,2,1)ᵀ and Cov(X)=∑Cov(X) = \sum, with rows (3,−2,0), (−2,3,−2), (0,−2,3). Suppose that Y=(Y1,Y2,Y3)T=(1/3)XY = (Y_{1},Y_{2},Y_{3})^{T} = (1/\sqrt{3})X. Then the value of the multiple correlation coefficient between Y1Y_{1} and (Y2,Y3)(Y_{2},Y_{3}) equals

  1. A.2/52/\sqrt{5}✓ Correct
  2. B.2/5\sqrt{2/5}
  3. C.2/32/\sqrt{3}
  4. D.1/31/\sqrt{3}

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Q21What the inference meansResidue theorem and standard contour integrals

Let S be a finite subset of C\mathbb{C} containing 0. Let f : C§\mathbb{C}\S →C\to \mathbb{C} be a holomorphic function which has a simple pole at 0. For R > 0, let γR\gamma_R denote the path γR(t)=Re(2π\gamma_R(t) = Re^(2\piit) for t ∈ [0,1]. Which of the following statements is necessarily true?

  1. A.The function f(1/z) has a removable singularity at 0.
  2. B.The function f(1/z) has an essential singularity at 0.
  3. C.If ∫γR\int_{\gamma{}R} f(z)dz = 0 for some R > 0, then S is not a singleton set.✓ Correct
  4. D.If S is not a singleton set, then ∫γR\int_{\gamma{}R} f(z)dz = 0 for some R > 0 such that S ∩ {z∈Cz \in \mathbb{C} : |z| = R} = ∅.

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Q22Standard counterexampleLaurent series, classification of singularities, Casorati–Weierstrass

Let h be a holomorphic function on C\mathbb{C}{0} such that lim∣z∣→∞lim_{|z|\to\infty} h(z) = 0. For every n ≥ 1, consider fn(z)=∑k=1nf_{n}(z) = \sum_{k=1}^n h(zᵏ). Let 𝔻 denote the open unit disc {z∈Cz \in \mathbb{C} : |z| < 1}. Which of the following statements is necessarily true?

  1. A.For all z with |z| ≥ 1, the sequence {fn(z)f_{n}(z)}n≥1_{n}\ge1 converges.
  2. B.For all z ∈ 𝔻{0}, the sequence {fn(z)f_{n}(z)}n≥1_{n}\ge1 converges.
  3. C.The sequence {fnf_{n}}n≥1_{n}\ge1 converges pointwise to a holomorphic function on 𝔻[0,1).
  4. D.The sequence {fnf_{n}}n≥1_{n}\ge1 converges pointwise to a holomorphic function on {z∈Cz \in \mathbb{C} : |z| > 1}.✓ Correct

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Q23Execution slipSRS, stratified and systematic sampling

Consider a finite population of size N = 100. Let T1T_{1} be the sample mean of a study variable based on a sample of size n (1 < n < N) under simple random sampling with replacement scheme. Let T2T_{2} be the sample mean of the same study variable based on a sample of size n under simple random sampling without replacement scheme. If Var(T1)=9Var(T2)Var(T_{1}) = 9Var(T_{2}), then the sample size n equals

  1. A.33
  2. B.69
  3. C.89✓ Correct
  4. D.93

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Q24Hypothesis droppedResidue theorem and standard contour integrals

Let γR(t)=2+i+Re(2π\gamma_R(t) = 2 + i + Re^(2\piit) for t ∈ [0,1] and R = 1, 2. Which of the following statements is true?

  1. A.∫γ1\int_{\gamma1} tan(z)dz =2πi= 2\pi{}i
  2. B.∫γ1\int_{\gamma1} tan(z)dz =−2πi= -2\pi{}i
  3. C.∫γ2\int_{\gamma2} tan(z)dz =2πi= 2\pi{}i
  4. D.∫γ2\int_{\gamma2} tan(z)dz =−2πi= -2\pi{}i✓ Correct

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Q25Converse assumedGram–Schmidt, orthogonal/unitary/normal matrices, spectral theorem

Let B be a 4×4 positive-definite real symmetric matrix which is not the identity matrix. Consider the inner product on R4\mathbb{R}^{4} given by ⟨v,w⟩ = vᵀBw, where vᵀ denotes the transpose of v. Which of the following statements is FALSE?

  1. A.If v and w are eigenvectors of B for distinct eigenvalues, then ⟨v,w⟩ = 0.
  2. B.If v is an eigenvector of B and w ≠ 0 is such that ⟨w,v⟩ = 0, then w is an eigenvector of B.✓ Correct
  3. C.For every subspace W⊆R4,W+W⊥=R4W \subseteq \mathbb{R}^{4}, W + W\perp = \mathbb{R}^{4}, where W⊥ = {v∈R4v \in \mathbb{R}^{4} ∣ ⟨v,w⟩ = 0 for all w ∈ W}.
  4. D.If W⊆R4W \subseteq \mathbb{R}^{4} is an eigenspace of B, then W has an orthonormal basis.

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Q26Execution slipLaplace, heat and wave equations: separation of variables

Let u(x,t) be the solution of the initial value problem utt−uxx=e(−t),x∈R,t>0,u(x,0)=cos⁡x,ut(x,0)=0,x∈Ru_{tt} - u_{xx} = e^(-t), x \in \mathbb{R}, t > 0, u(x,0) = \cos x, u_{t}(x,0) = 0, x \in \mathbb{R}. Then which of the following statements is true?

  1. A.For each x0∈R,et⋅u(x0,t)→0x_{0} \in \mathbb{R}, e^t\cdot{}u(x_{0},t) \to 0 as t→∞t \to \infty.
  2. B.For each x0∈Rx_{0} \in \mathbb{R}, |u(x0,t)u(x_{0},t)| → 0 as t→∞t \to \infty.
  3. C.For each x0∈Rx_{0} \in \mathbb{R}, there exists at0>0a t_{0} > 0 such that u(x0,t0)≥4u(x_{0},t_{0}) \ge 4.✓ Correct
  4. D.For each x0∈Rx_{0} \in \mathbb{R}, there exists at0>0a t_{0} > 0 such that u(x0,t0)≤−4u(x_{0},t_{0}) \le -4.

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Q27Pointwise vs uniformContinuity, uniform continuity, Lipschitz

Let f:(0,∞)→(0,∞)f : (0,\infty) \to (0,\infty) be a uniformly continuous function. Define g:(0,∞)→(0,∞)g : (0,\infty) \to (0,\infty) by g(x)=x2g(x) = x^{2} if 0 < x ≤ 1, and g(x) = x if x > 1. Which of the following statements is true?

  1. A.f∘g is uniformly continuous, but g∘f is not uniformly continuous.
  2. B.g∘f is uniformly continuous, but f∘g is not uniformly continuous.
  3. C.Neither f∘g nor g∘f is uniformly continuous.
  4. D.Both f∘g and g∘f are uniformly continuous.✓ Correct

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Q28Execution slipInterpolation and numerical integration with error terms

If p(x) is the interpolating polynomial for the data x = −2,−1,0,1,2 with y = −1,3,1,−1,3, then the value of p(1/2) is

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

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Q29Standard counterexampleElements of set theory: operations, De Morgan and difference

Let S be a subset of the open interval (0,1) that consists of all the real numbers α∈(0,1)\alpha \in (0,1) whose infinite decimal expansion α=0.a1a2a3⋯\alpha = 0.a_{1}a_{2}a_{3}\cdots is such that ai∈a_{i} \in {0,2,4} for all i ≥ 1. Which of the following statements is true?

  1. A.There is a bijective map from N\mathbb{N} to S.
  2. B.There is a surjective map from S onto (0,1).✓ Correct
  3. C.There is a bijective map from N\mathbb{N} to (0,1)§(0,1)\S.
  4. D.S is a countable set and (0,1)§(0,1)\S is uncountable.

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Q30Standard counterexampleQuadratic forms, positive definiteness, Sylvester's law

Consider the quadratic form f(x,y,z) = [x y z] A [x;y;z], where A is an invertible 3×3 symmetric matrix over Q\mathbb{Q}. Assume that there exists (α,β,γ)∈C3(\alpha,\beta,\gamma) \in \mathbb{C}^{3}{(0,0,0)} such that f(α,β,γ)=0f(\alpha,\beta,\gamma) = 0. Which of the following statements is necessarily true?

  1. A.There exists (a,b,c)∈R3(a,b,c) \in \mathbb{R}^{3}{(0,0,0)} such that f(a,b,c) = 0.
  2. B.If there exists (a,b,c)∈R3(a,b,c) \in \mathbb{R}^{3}{(0,0,0)} such that f(a,b,c) = 0, then (a,b,c)∈Q3(a,b,c) \in \mathbb{Q}^{3}.
  3. C.{(a,b,c)∈Z3(a,b,c) \in \mathbb{Z}^{3} ∣ f(a,b,c) = 0} is a finite set.
  4. D.If there exists (a,b,c)∈Q3(a,b,c) \in \mathbb{Q}^{3}{(0,0,0)} such that f(a,b,c) = 0, then A has a positive eigenvalue and a negative eigenvalue.✓ Correct

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Q31Standard counterexampleLikelihood ratio and standard tests

Let X1X_{1} and X2X_{2} be a random sample from Uniform[0,θ][0,\theta] distribution, where θ>0\theta > 0. For testing the hypothesis H0:θ=1H_{0}: \theta=1 against H1:θ=2H_{1}: \theta=2, consider a test which rejects H0H_{0} if X1+X2>4/5X_{1}+X_{2} > 4/5. Then, the probability of type-I error is

  1. A.8/25
  2. B.13/25
  3. C.17/25✓ Correct
  4. D.22/25

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Q32Boundary and endpointRandom variables, distributions, moments, MGF

Let {Yn:n≥1Y_{n} : n \ge 1} be a sequence of independent and identically distributed random variables, where Y1Y_{1} ~ Bernoulli(1/2). Define Z=∑n=1∞Z = \sum_{n=1}^\infty 4Yn/5n4Y_{n}/5^{n}. Then, which of the following statements is true?

  1. A.P(Z ≥ 3/5) = 0.5, P(Z = 4/25) = 0✓ Correct
  2. B.P(Z ≥ 3/5) = 0.6, P(Z = 4/25) = 0
  3. C.P(Z ≥ 3/5) = 0.7, P(Z = 4/25) = 0.16
  4. D.P(Z ≥ 3/5) = 0.8, P(Z = 4/25) = 0.16

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Q33Execution slipEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let A be a 3×3 matrix over complex numbers with trace 1 and determinant 1. Suppose, further, that one of the eigenvalues of A is 1. Which of the following statements is necessarily true?

  1. A.The characteristic polynomial of A has repeated roots.
  2. B.Every eigenvalue of A has absolute value 1.✓ Correct
  3. C.A does not have any eigenvalue on the imaginary axis.
  4. D.A2A^{2} is the identity matrix.

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Q34What the inference meansSufficiency, completeness, UMVUE, Cramér–Rao

Let X be a single sample from an absolutely continuous distribution with probability density function f(x∣θ)=(2/θ2)(θ−x)\theta) = (2/\theta^{2})(\theta-x) if 0<x<θ0 < x < \theta, and 0 otherwise, where θ>0\theta > 0 is unknown. Which of the following intervals is a 95% confidence interval for θ\theta?

  1. A.(X,X/(1−0.95))(X, X/(1-\sqrt{0.95}))✓ Correct
  2. B.(X, X/0.95)
  3. C.(X,X/0.95)(X, X/\sqrt{0.95})
  4. D.(0.95X, X)

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Q35Standard counterexampleElements of set theory: operations, De Morgan and difference

Which of the following statements is necessarily true?

  1. A.The set of all finite subsets of Z\mathbb{Z} is uncountable.
  2. B.Let f:R→Rf : \mathbb{R} \to \mathbb{R} be a continuous and one-one function. If S⊆RS \subseteq \mathbb{R} is a countably infinite set, then f(S) is a countably infinite set.✓ Correct
  3. C.Let f:R→Rf : \mathbb{R} \to \mathbb{R} be a continuous function. Then there exists an uncountable subset T⊆RT \subseteq \mathbb{R} such that f(T)⊆Rf(T) \subseteq \mathbb{R} is uncountable.
  4. D.Let f:R→Rf : \mathbb{R} \to \mathbb{R} be a continuous function. If R ⊆ image(f) is a countable set, then f⁻1(R)^{1}(R) is countable.

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Q36Execution slipGauss–Markov, regression, ANOVA basics

Consider the linear model Y1=β1+β2+ε1,Y2=β1+2β2+ε2,Y3=β1+cβ2+ε3Y_{1} = \beta_{1}+\beta_{2}+\varepsilon_{1}, Y_{2} = \beta_{1}+2\beta_{2}+\varepsilon_{2}, Y_{3} = \beta_{1}+c\beta_{2}+\varepsilon_{3}, where β1,β2∈R\beta_{1},\beta_{2} \in \mathbb{R} are unknown parameters, and the uncorrelated errors εi,i=1,2,3\varepsilon_{i}, i=1,2,3 have zero mean and finite variance σ2(>0)\sigma^{2}(>0). The constant c is such that β\betâ1_{1} and β\betâ2_{2} are uncorrelated, where β\betâ1_{1} and β\betâ2_{2} are the best linear unbiased estimators of β1\beta_{1} and β2\beta_{2}, respectively. Which of the following statements is the correct option for (Var(β(Var(\betâ1),Var(β_{1}), Var(\betâ2))_{2}))?

  1. A.(σ2/3,σ2/14)(\sigma^{2}/3, \sigma^{2}/14)✓ Correct
  2. B.(3σ2,14σ2)(3\sigma^{2}, 14\sigma^{2})
  3. C.(σ2/14,σ2/3)(\sigma^{2}/14, \sigma^{2}/3)
  4. D.(14σ2,3σ2)(14\sigma^{2}, 3\sigma^{2})

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Q37Execution slipFredholm and Volterra equations

Suppose u(x) is the solution of the integral equation u(x)=3+∫0u(x) = 3 + \int_{0}ˣ (x−t)u(t) dt. Then which of the following statements is true?

  1. A.u(π)=2eπu(\pi) = 2e^\pi.
  2. B.u′(π)=eπu'(\pi) = e^\pi.
  3. C.u(π)+u′(π)=3eπu(\pi) + u'(\pi) = 3e^\pi.✓ Correct
  4. D.u(π)−u′(π)=eπu(\pi) - u'(\pi) = e^\pi.

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Q38Execution slipModes of convergence, WLLN, SLLN, CLT

Let X1,X2,…X_{1}, X_{2}, \dots be a sequence of independent and identically distributed random variables having Binomial(3, 1/4) distribution. For j=1,2,…, define Yj=1Y_{j} = 1 if Xj≤5X_{j} \le \sqrt{5}, and 0 otherwise. If (1/n)∑j=1n(1/n)\sum_{j=1}^n Yj2Y_{j}^{2} converges almost surely to a constant c as n→∞n \to \infty, then the value of c equals

  1. A.1/64
  2. B.37/64
  3. C.63/64✓ Correct
  4. D.27/32

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Q39What the inference meansSubgroups, cosets, Lagrange, cyclic groups

For a finite group G, let H_G = {g ∈ G ∣ g15=eg^{15} = e}. Which of the following statements is necessarily true?

  1. A.There exists a finite group G such that |H_G| is even.
  2. B.There exists a finite group G such that |H_G| = 4n+1 for some n ≥ 3.✓ Correct
  3. C.For every finite group G, there exists a non-negative integer n such that |H_G| = 4n+1.
  4. D.For every finite group G, there exists a non-negative integer n such that |H_G| = 4n+3.

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