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
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.
Q1MLE and method of moments
- A.(5, 1/4)
- B.(5, 3/4)✓
- C.(6, 3/4)
- D.(6, 1/4)
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Q2Group actions, class equation, p-groups
Let X = {1, …, 17} and S17 be the group of permutations of X. For a subgroup G of S17 and x ∈ X, let S_G(x) = {σ∈G ∣ σ(x)=x}. Which of the following statements is true for every subgroup G of S17?
- A.The number of pairs (σ,x)∈G×X such that σ(x)=x is strictly greater than ∑x |S_G(x)|.
- B.The number (1/|G|)⋅∑x |S_G(x)| is always an integer.✓
- C.For all x ∈ X, S_G(x) is a normal subgroup of G.
- 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 A,B,C∈M3(R), which of the following statements is necessarily true?
- A.There exists D∈M3(R) and a polynomial f∈R[X] satisfying f(A) = f(B) = f(C) = 0 and f(D) = I.✓
- B.There exists D∈M3(R) and a polynomial f∈R[X] satisfying f(A) = f(B) = 0, f(C) = I and f(D) = I.
- C.There exists D∈M3(R) and a polynomial f∈R[X] satisfying f(A) = 0, f(B) = f(C) = I and f(D) ≠ 0.
- D.There exists D∈M3(R) and a polynomial f∈R[X] 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?
- A.If X × Y is Hausdorff, then the statement S is true.
- B.If Y is connected, then the statement S is true.
- C.If X × Y is regular, then the statement S is true.
- D.If Y is compact, then the statement S is true.✓
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Q5Eigenvalues, characteristic & minimal polynomials, Cayley–Hamilton
Let M,N∈M3(C) be such that Trace(Mᵏ) = Trace(Nᵏ), 1 ≤ k ≤ 3. Which of the following statements is necessarily true?
- A.M2=N2
- B.M3=N3
- C.The characteristic polynomials of M and N are the same.✓
- D.The minimal polynomials of M and N are the same.
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Q6Markov chains: classification of states, stationary distributions
Let {Xn:n≥0} be any homogeneous Markov Chain on the state space S = {1,2,3,4} having the transition probability matrix P=(pij) 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?
- A.There is no stationary distribution
- B.Stationary distribution exists and is unique
- C.There are exactly two stationary distributions
- 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?
- A.1
- B.(q^(2n) − q^n)(q^(2n) − q^(n+1))/q^n
- C.(q^(2n) − 1)(q^(2n) − q)⋯(q^(2n) − q^(n−1))/q^n
- D.(qn−1)(qn−q)/((q2−1)(q2−q))✓
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Q8Power series and analyticity
Let 𝔻 denote the open unit disc {z∈C : |z| < 1} and X = {f : 𝔻 →C ∣ f is holomorphic and satisfies f(2z)=f(z)/(1−f(z)2) for all |z| < 1/2}. Which of the following statements is true?
- A.X is uncountable.
- B.X is infinite and countable.
- C.Every element of X is an open map.
- 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 ut=16uxx+2,0<x<7,t>0, satisfying the conditions ux(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?
- A.For each x ∈ (0,7), u(x,t) → 0 as t→∞.
- B.For each x∈(0,7),u(x,t)→x2(7−x)2/16 as t→∞.
- C.For each x∈(0,7),u(x,t)→(x2/16)(7−x) as t→∞.
- D.For each x∈(0,7),u(x,t)→(1/16)(49−x2) as t→∞.✓
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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?
- A.Let G and G′ be finite groups such that S(G) = S(G′). Then G is isomorphic to G′.
- B.If S(G) = 4, then |G| = pᵐ for some prime number p and positive integer m.
- C.If S(G) = 5, then G is a cyclic group.
- 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?
- A.(X−1)/|Y|
- B.(X+2Y+Z)/(X−2Y+Z)✓
- C.(Z−1)/Y
- D.(X−Y)/(X+Y)
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Q12Euler–Lagrange equation and standard functionals
Suppose y(x) is the extremal of the variational problem J(y)=∫04(y′)2/y2 dx subject to y(0)=1,y(4)=e8. Then which of the following statements is true?
- A.y(loge2)=2.
- B.y(loge3)=9.✓
- C.y(loge4)=4.
- D.y(loge5)=5.
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Q13Sequences: convergence, monotone, Bolzano–Weierstrass, Cauchy
For a non-negative real number a, let a denote its non-negative square-root. Consider the function f:R→R given by f(x)=x(x2+3−x2+2). Which of the following statements is true?
- A.lim(x→∞)f(x)=∞
- B.lim(x→∞)f(x)=0
- C.lim(x→∞)f(x)=1
- D.lim(x→∞)f(x)=1/2✓
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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 z′=(1−z4)100/(1+z2),z(0)=0, then for each α∈(0,2), there exists xα∈R such that z(xα)=1−α. Then which of the following statements is true?
- A.Both (P) and (Q) are true.✓
- B.(P) is true, (Q) is FALSE.
- C.(P) is FALSE, (Q) is true.
- D.Both (P) and (Q) are FALSE.
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Q15First-order PDE: Lagrange, Charpit, characteristics
Consider the initial-boundary value problem (IBVP)ut+ux=0,0<x<∞,t>0,u(x,0)=eˣ, 0<x<∞,u(0,t)=1−sint,t>0. Then which of the following statements is true?
- A.There exists a unique solution u(x,t) of IBVP such that u(1,t) = e − sin t, for all t < 1.
- B.There does NOT exist a solution u(x,t) of IBVP such that u(1,t) = e − sin t, for all t > 1.✓
- C.There exists a solution u(x,t) of IBVP such that u(x,t) = e^(x−t), for all t > x.
- 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 a denote its non-negative square-root. Consider the sequence {xn}n≥1 defined by x1=1 and xn₊1=1+xn2/n for n ≥ 1. Which of the following statements is true?
- A.limsupxn=1✓
- B.limsupxn=2
- C.limsupxn=2
- D.limsupxn=1+2
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Q17Linear programming, simplex and duality
Consider the following linear programming problem: Maximize 3x1+4x2 subject to 3x1+2x2≤12,3x1+5x2≤15,2x1−x2≥0,x2≤2, and x1,x2≥0. Which of the following values is the optimum value of the objective function in the feasible region?
- A.11
- B.13
- C.14✓
- D.15
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Q18Linear ODE, Wronskian, variation of parameters, systems
For a∈R, let y1(x) and y2(x) be solutions of the differential equation y′′+(e(x2)+cosx)y=0 such that y1(0)=3,y1′(0)=−1,y2(0)=−5,y2′(0)=a. Suppose W(y1,y2)(x) denotes the Wronskian of y1 and y2. If W(y1,y2)(1/2)=4, then the value of a is
- A.2
- B.3✓
- C.4
- D.−3
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Q19Series: comparison, ratio, root, Raabe, condensation, alternating, rearrangements
Let α,β∈(0,∞). Consider the infinite series ∑n≥4 1/[n(logen)α(loge(logen))β]. Which of the following statements is true?
- A.The series converges for all α∈(0,1) and for all β∈(1,∞).
- B.The series converges for α=1 and β=1.
- C.The series converges for α=1 and for all β∈(1,∞).✓
- D.The series converges for all α∈(0,∞) and for all β∈(0,∞).
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Q20Multivariate normal distribution
Let X=(X1,X2,X3)T be a 3×1 random vector with E(X) = (3,2,1)ᵀ and Cov(X)=∑, with rows (3,−2,0), (−2,3,−2), (0,−2,3). Suppose that Y=(Y1,Y2,Y3)T=(1/3)X. Then the value of the multiple correlation coefficient between Y1 and (Y2,Y3) equals
- A.2/5✓
- B.2/5
- C.2/3
- D.1/3
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Q21Residue theorem and standard contour integrals
Let S be a finite subset of C containing 0. Let f : C§ →C be a holomorphic function which has a simple pole at 0. For R > 0, let γR denote the path γR(t)=Re(2πit) for t ∈ [0,1]. Which of the following statements is necessarily true?
- A.The function f(1/z) has a removable singularity at 0.
- B.The function f(1/z) has an essential singularity at 0.
- C.If ∫γR f(z)dz = 0 for some R > 0, then S is not a singleton set.✓
- D.If S is not a singleton set, then ∫γR f(z)dz = 0 for some R > 0 such that S ∩ {z∈C : |z| = R} = ∅.
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Q22Laurent series, classification of singularities, Casorati–Weierstrass
Let h be a holomorphic function on C{0} such that lim∣z∣→∞ h(z) = 0. For every n ≥ 1, consider fn(z)=∑k=1n h(zᵏ). Let 𝔻 denote the open unit disc {z∈C : |z| < 1}. Which of the following statements is necessarily true?
- A.For all z with |z| ≥ 1, the sequence {fn(z)}n≥1 converges.
- B.For all z ∈ 𝔻{0}, the sequence {fn(z)}n≥1 converges.
- C.The sequence {fn}n≥1 converges pointwise to a holomorphic function on 𝔻[0,1).
- D.The sequence {fn}n≥1 converges pointwise to a holomorphic function on {z∈C : |z| > 1}.✓
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Q23SRS, stratified and systematic sampling
Consider a finite population of size N = 100. Let T1 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 T2 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), then the sample size n equals
- A.33
- B.69
- C.89✓
- D.93
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Q24Residue theorem and standard contour integrals
Let γR(t)=2+i+Re(2πit) for t ∈ [0,1] and R = 1, 2. Which of the following statements is true?
- A.∫γ1 tan(z)dz =2πi
- B.∫γ1 tan(z)dz =−2πi
- C.∫γ2 tan(z)dz =2πi
- D.∫γ2 tan(z)dz =−2πi✓
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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 R4 given by ⟨v,w⟩ = vᵀBw, where vᵀ denotes the transpose of v. Which of the following statements is FALSE?
- A.If v and w are eigenvectors of B for distinct eigenvalues, then ⟨v,w⟩ = 0.
- B.If v is an eigenvector of B and w ≠ 0 is such that ⟨w,v⟩ = 0, then w is an eigenvector of B.✓
- C.For every subspace W⊆R4,W+W⊥=R4, where W⊥ = {v∈R4 ∣ ⟨v,w⟩ = 0 for all w ∈ W}.
- D.If W⊆R4 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 utt−uxx=e(−t),x∈R,t>0,u(x,0)=cosx,ut(x,0)=0,x∈R. Then which of the following statements is true?
- A.For each x0∈R,et⋅u(x0,t)→0 as t→∞.
- B.For each x0∈R, |u(x0,t)| → 0 as t→∞.
- C.For each x0∈R, there exists at0>0 such that u(x0,t0)≥4.✓
- D.For each x0∈R, there exists at0>0 such that u(x0,t0)≤−4.
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Q27Continuity, uniform continuity, Lipschitz
Let f:(0,∞)→(0,∞) be a uniformly continuous function. Define g:(0,∞)→(0,∞) by g(x)=x2 if 0 < x ≤ 1, and g(x) = x if x > 1. Which of the following statements is true?
- A.f∘g is uniformly continuous, but g∘f is not uniformly continuous.
- B.g∘f is uniformly continuous, but f∘g is not uniformly continuous.
- C.Neither f∘g nor g∘f is uniformly continuous.
- 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
- A.−3/8✓
- B.−5/8
- C.5/8
- 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 α∈(0,1) whose infinite decimal expansion α=0.a1a2a3⋯ is such that ai∈ {0,2,4} for all i ≥ 1. Which of the following statements is true?
- A.There is a bijective map from N to S.
- B.There is a surjective map from S onto (0,1).✓
- C.There is a bijective map from N to (0,1)§.
- D.S is a countable set and (0,1)§ 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 Q. Assume that there exists (α,β,γ)∈C3{(0,0,0)} such that f(α,β,γ)=0. Which of the following statements is necessarily true?
- A.There exists (a,b,c)∈R3{(0,0,0)} such that f(a,b,c) = 0.
- B.If there exists (a,b,c)∈R3{(0,0,0)} such that f(a,b,c) = 0, then (a,b,c)∈Q3.
- C.{(a,b,c)∈Z3 ∣ f(a,b,c) = 0} is a finite set.
- D.If there exists (a,b,c)∈Q3{(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 X1 and X2 be a random sample from Uniform[0,θ] distribution, where θ>0. For testing the hypothesis H0:θ=1 against H1:θ=2, consider a test which rejects H0 if X1+X2>4/5. Then, the probability of type-I error is
- A.8/25
- B.13/25
- C.17/25✓
- D.22/25
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Q32Random variables, distributions, moments, MGF
Let {Yn:n≥1} be a sequence of independent and identically distributed random variables, where Y1 ~ Bernoulli(1/2). Define Z=∑n=1∞ 4Yn/5n. Then, which of the following statements is true?
- A.P(Z ≥ 3/5) = 0.5, P(Z = 4/25) = 0✓
- B.P(Z ≥ 3/5) = 0.6, P(Z = 4/25) = 0
- C.P(Z ≥ 3/5) = 0.7, P(Z = 4/25) = 0.16
- 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?
- A.The characteristic polynomial of A has repeated roots.
- B.Every eigenvalue of A has absolute value 1.✓
- C.A does not have any eigenvalue on the imaginary axis.
- D.A2 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∣θ)=(2/θ2)(θ−x) if 0<x<θ, and 0 otherwise, where θ>0 is unknown. Which of the following intervals is a 95% confidence interval for θ?
- A.(X,X/(1−0.95))✓
- B.(X, X/0.95)
- C.(X,X/0.95)
- 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?
- A.The set of all finite subsets of Z is uncountable.
- B.Let f:R→R be a continuous and one-one function. If S⊆R is a countably infinite set, then f(S) is a countably infinite set.✓
- C.Let f:R→R be a continuous function. Then there exists an uncountable subset T⊆R such that f(T)⊆R is uncountable.
- D.Let f:R→R be a continuous function. If R ⊆ image(f) is a countable set, then f⁻1(R) is countable.
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Q36Gauss–Markov, regression, ANOVA basics
Consider the linear model Y1=β1+β2+ε1,Y2=β1+2β2+ε2,Y3=β1+cβ2+ε3, where β1,β2∈R are unknown parameters, and the uncorrelated errors εi,i=1,2,3 have zero mean and finite variance σ2(>0). The constant c is such that β̂1 and β̂2 are uncorrelated, where β̂1 and β̂2 are the best linear unbiased estimators of β1 and β2, respectively. Which of the following statements is the correct option for (Var(β̂1),Var(β̂2))?
- A.(σ2/3,σ2/14)✓
- B.(3σ2,14σ2)
- C.(σ2/14,σ2/3)
- D.(14σ2,3σ2)
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Q37Fredholm and Volterra equations
Suppose u(x) is the solution of the integral equation u(x)=3+∫0ˣ (x−t)u(t) dt. Then which of the following statements is true?
- A.u(π)=2eπ.
- B.u′(π)=eπ.
- C.u(π)+u′(π)=3eπ.✓
- D.u(π)−u′(π)=eπ.
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Q38Modes of convergence, WLLN, SLLN, CLT
Let X1,X2,… be a sequence of independent and identically distributed random variables having Binomial(3, 1/4) distribution. For j=1,2,…, define Yj=1 if Xj≤5, and 0 otherwise. If (1/n)∑j=1n Yj2 converges almost surely to a constant c as n→∞, then the value of c equals
- A.1/64
- B.37/64
- C.63/64✓
- D.27/32
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Q39Subgroups, cosets, Lagrange, cyclic groups
For a finite group G, let H_G = {g ∈ G ∣ g15=e}. Which of the following statements is necessarily true?
- A.There exists a finite group G such that |H_G| is even.
- B.There exists a finite group G such that |H_G| = 4n+1 for some n ≥ 3.✓
- C.For every finite group G, there exists a non-negative integer n such that |H_G| = 4n+1.
- D.For every finite group G, there exists a non-negative integer n such that |H_G| = 4n+3.
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