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CSIR NET December 2025Part 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.

Q1MLE 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)
  3. C.(6, 3/4)
  4. D.(6, 1/4)

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Q2Group actions, class equation, p-groups

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

  1. A.The number of pairs such that is strictly greater than |S_G(x)|.
  2. B.The number (1/|G| |S_G(x)| is always an integer.
  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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Q3Eigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let I denote the 3×3 identity matrix. Given any three distinct matrices , which of the following statements is necessarily true?

  1. A.There exists and a polynomial satisfying f(A) = f(B) = f(C) = 0 and f(D) = I.
  2. B.There exists and a polynomial satisfying f(A) = f(B) = 0, f(C) = I and f(D) = I.
  3. C.There exists and a polynomial satisfying f(A) = 0, f(B) = f(C) = I and f(D) ≠ 0.
  4. D.There exists and a polynomial satisfying f(A) = f(B) = 0, f(C) = I and f(D) = 0.

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Q4Compactness 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.

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Q5Eigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let be such that Trace(Mᵏ) = Trace(Nᵏ), 1 ≤ k ≤ 3. Which of the following statements is necessarily true?

  1. A.
  2. B.
  3. C.The characteristic polynomials of M and N are the same.
  4. D.The minimal polynomials of M and N are the same.

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Q6Markov chains: classification of states, stationary distributions

Let {} be any homogeneous Markov Chain on the state space S = {1,2,3,4} having the transition probability matrix 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

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Q7Bases, 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.

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Q8Power series and analyticity

Let 𝔻 denote the open unit disc { : |z| < 1} and X = {f : 𝔻 ∣ f is holomorphic and satisfies 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.

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Q9Laplace, heat and wave equations: separation of variables

Let u(x,t) be the solution of the partial differential equation , satisfying the conditions 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 .
  2. B.For each as .
  3. C.For each as .
  4. D.For each as .

Trap Analysis has the working, and why each of the other options was written to tempt you.

Q10Subgroups, 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.

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Q11Joint 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)
  3. C.(Z−1)/Y
  4. D.(X−Y)/(X+Y)

Trap Analysis has the working, and why each of the other options was written to tempt you.

Q12Euler–Lagrange equation and standard functionals

Suppose y(x) is the extremal of the variational problem dx subject to . Then which of the following statements is true?

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

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Q13Sequences: convergence, monotone, Bolzano–Weierstrass, Cauchy

For a non-negative real number a, let denote its non-negative square-root. Consider the function given by . Which of the following statements is true?

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

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Q14Existence–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 , then for each , there exists such that . Then which of the following statements is true?

  1. A.Both (P) and (Q) are true.
  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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Q15First-order PDE: Lagrange, Charpit, characteristics

Consider the initial-boundary value problem (IBVPˣ, . 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.
  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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Q16limsup, liminf and subsequential limits

For a non-negative real number a, let denote its non-negative square-root. Consider the sequence {} defined by and for n ≥ 1. Which of the following statements is true?

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

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Q17Linear programming, simplex and duality

Consider the following linear programming problem: Maximize subject to , and . 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
  4. D.15

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Q18Linear ODE, Wronskian, variation of parameters, systems

For , let and be solutions of the differential equation such that . Suppose denotes the Wronskian of and . If , then the value of a is

  1. A.2
  2. B.3
  3. C.4
  4. D.−3

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Q19Series: comparison, ratio, root, Raabe, condensation, alternating, rearrangements

Let . Consider the infinite series . Which of the following statements is true?

  1. A.The series converges for all and for all .
  2. B.The series converges for and .
  3. C.The series converges for and for all .
  4. D.The series converges for all and for all .

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Q20Multivariate normal distribution

Let be a 3×1 random vector with E(X) = (3,2,1)ᵀ and , with rows (3,−2,0), (−2,3,−2), (0,−2,3). Suppose that . Then the value of the multiple correlation coefficient between and equals

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

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Q21Residue theorem and standard contour integrals

Let S be a finite subset of containing 0. Let f : be a holomorphic function which has a simple pole at 0. For R > 0, let denote the path it) 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 f(z)dz = 0 for some R > 0, then S is not a singleton set.
  4. D.If S is not a singleton set, then f(z)dz = 0 for some R > 0 such that S ∩ { : |z| = R} = ∅.

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Q22Laurent series, classification of singularities, Casorati–Weierstrass

Let h be a holomorphic function on {0} such that h(z) = 0. For every n ≥ 1, consider h(zᵏ). Let 𝔻 denote the open unit disc { : |z| < 1}. Which of the following statements is necessarily true?

  1. A.For all z with |z| ≥ 1, the sequence {} converges.
  2. B.For all z ∈ 𝔻{0}, the sequence {} converges.
  3. C.The sequence {} converges pointwise to a holomorphic function on 𝔻[0,1).
  4. D.The sequence {} converges pointwise to a holomorphic function on { : |z| > 1}.

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Q23SRS, stratified and systematic sampling

Consider a finite population of size N = 100. Let 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 be the sample mean of the same study variable based on a sample of size n under simple random sampling without replacement scheme. If , then the sample size n equals

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

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Q24Residue theorem and standard contour integrals

Let it) for t ∈ [0,1] and R = 1, 2. Which of the following statements is true?

  1. A. tan(z)dz
  2. B. tan(z)dz
  3. C. tan(z)dz
  4. D. tan(z)dz

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Q25Gram–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 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.
  3. C.For every subspace , where W⊥ = { ∣ ⟨v,w⟩ = 0 for all w ∈ W}.
  4. D.If is an eigenspace of B, then W has an orthonormal basis.

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Q26Laplace, heat and wave equations: separation of variables

Let u(x,t) be the solution of the initial value problem . Then which of the following statements is true?

  1. A.For each as .
  2. B.For each , || → 0 as .
  3. C.For each , there exists such that .
  4. D.For each , there exists such that .

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Q27Continuity, uniform continuity, Lipschitz

Let be a uniformly continuous function. Define by 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.

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Q28Interpolation 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
  2. B.−5/8
  3. C.5/8
  4. D.3/8

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Q29Elements 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 whose infinite decimal expansion is such that {0,2,4} for all i ≥ 1. Which of the following statements is true?

  1. A.There is a bijective map from to S.
  2. B.There is a surjective map from S onto (0,1).
  3. C.There is a bijective map from to .
  4. D.S is a countable set and is uncountable.

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Q30Quadratic 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 . Assume that there exists {(0,0,0)} such that . Which of the following statements is necessarily true?

  1. A.There exists {(0,0,0)} such that f(a,b,c) = 0.
  2. B.If there exists {(0,0,0)} such that f(a,b,c) = 0, then .
  3. C.{ ∣ f(a,b,c) = 0} is a finite set.
  4. D.If there exists {(0,0,0)} such that f(a,b,c) = 0, then A has a positive eigenvalue and a negative eigenvalue.

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Q31Likelihood ratio and standard tests

Let and be a random sample from Uniform distribution, where . For testing the hypothesis against , consider a test which rejects if . Then, the probability of type-I error is

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

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Q32Random variables, distributions, moments, MGF

Let {} be a sequence of independent and identically distributed random variables, where ~ Bernoulli(1/2). Define . Then, which of the following statements is true?

  1. A.P(Z ≥ 3/5) = 0.5, P(Z = 4/25) = 0
  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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Q33Eigenvalues, 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.
  3. C.A does not have any eigenvalue on the imaginary axis.
  4. D. is the identity matrix.

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Q34Sufficiency, completeness, UMVUE, Cramér–Rao

Let X be a single sample from an absolutely continuous distribution with probability density function f(x∣ if , and 0 otherwise, where is unknown. Which of the following intervals is a 95% confidence interval for ?

  1. A.
  2. B.(X, X/0.95)
  3. C.
  4. D.(0.95X, X)

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Q35Elements 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 is uncountable.
  2. B.Let be a continuous and one-one function. If is a countably infinite set, then f(S) is a countably infinite set.
  3. C.Let be a continuous function. Then there exists an uncountable subset such that is uncountable.
  4. D.Let be a continuous function. If R ⊆ image(f) is a countable set, then f⁻ is countable.

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Q36Gauss–Markov, regression, ANOVA basics

Consider the linear model , where are unknown parameters, and the uncorrelated errors have zero mean and finite variance . The constant c is such that ̂ and ̂ are uncorrelated, where ̂ and ̂ are the best linear unbiased estimators of and , respectively. Which of the following statements is the correct option for ̂̂?

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

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Q37Fredholm and Volterra equations

Suppose u(x) is the solution of the integral equation ˣ (x−t)u(t) dt. Then which of the following statements is true?

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

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Q38Modes of convergence, WLLN, SLLN, CLT

Let be a sequence of independent and identically distributed random variables having Binomial(3, 1/4) distribution. For j=1,2,…, define if , and 0 otherwise. If converges almost surely to a constant c as , then the value of c equals

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

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Q39Subgroups, cosets, Lagrange, cyclic groups

For a finite group G, let H_G = {g ∈ G ∣ }. 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.
  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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