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CSIR NET June 2025Part C

All 60 Part C questions we have transcribed from this paper, of the 118 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.

Q1Limit assumed to existDifferentiability, mean value theorems, Taylor, L'Hôpital

Let f be a bounded, twice continuously differentiable real-valued function on such that f″(x) ≥ 0 for all . Which of the following statements are true?

  1. A.f′(x) ≤ 0 for all x > 0.
  2. B. f′(x) = 0.
  3. C. x f′(x) need not exist.
  4. D. x f′(x) = 0.

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Q2Pointwise vs uniformPointwise vs uniform convergence, M-test, Dini

Let be a sequence of real-valued functions on . Which of the following statements are true?

  1. A.If each is uniformly continuous and converges to f uniformly, then f is uniformly continuous.
  2. B.If each is bounded and converges to f pointwise, then f is bounded.
  3. C.If each is bounded and continuous, converges pointwise to a bounded and continuous function f, then the convergence is uniform.
  4. D.If each is differentiable and converges to f uniformly, then f is differentiable.

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Q3Pointwise vs uniformPointwise vs uniform convergence, M-test, Dini

For each n ≥ 1, let be a function defined by . Which of the following statements are true?

  1. A. converges uniformly to 0 on , and converges uniformly to 0 on the interval (−M, M) for some positive real number M.
  2. B. converges uniformly to 0 on , and converges pointwise to 0 on .
  3. C. converges uniformly to 0 on and does not converge pointwise to 0 on .
  4. D. converges pointwise to 0 on but not uniformly on .

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Q4Standard counterexampleEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let A, B be distinct 2 × 2 real matrices. Which of the following statements are true?

  1. A.If A is invertible, then AB and BA have the same minimal polynomial.
  2. B.If 0 is an eigenvalue of A, then 0 is an eigenvalue of AB.
  3. C.If 0 is the only eigenvalue of A and of B, then 0 is the only eigenvalue of AB.
  4. D.If AB and BA have the same minimal polynomial, then either A or B is invertible.

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Q5Standard counterexampleEigenvalues, characteristic & minimal polynomials, Cayley–Hamilton

Let be linear transformations and I denote the identity transformation on . Which of the following statements are necessarily true?

  1. A.(ST − TS for some .
  2. B.The characteristic polynomial of (ST − TS is for some .
  3. C.If ST − TS has only one eigenvalue, then ST − TS for some .
  4. D.If ST − TS has only one eigenvalue, then (ST − TS is the zero transformation.

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Q6Execution slipBases, dimension, rank–nullity

Let V be the vector space of all polynomials with real coefficients. Let . Which of the following subsets of V are linearly independent?

  1. A.{f′(x), f(x) − f(x − 1), 1}
  2. B.{f(x + 1) − f(x), f(x) − f(x − 1), 1}
  3. C.{f(x), f′(x), 1}
  4. D.{f(x + 1), f(x − 1), f(x)}

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Q7Standard counterexampleBases, dimension, rank–nullity

Consider the field 𝔽 consisting of 3 elements. Let V be an 𝔽vector space of dimension 3 and W an 𝔽vector space of dimension 2. Which of the following statements are true?

  1. A.The number of two dimensional subspaces of V is 13.
  2. B.The number of surjective linear transformations from V to W is 624.
  3. C.The number of one dimensional subspaces of V is 13.
  4. D.The number of linear transformations from V to W is .

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Q8Hypothesis droppedGram–Schmidt, orthogonal/unitary/normal matrices, spectral theorem

Let V be a finite dimensional complex inner product space. For a linear map T : V → V, let T* denote its adjoint. Which of the following statements are true?

  1. A.If trace of TT* is zero, then T = 0.
  2. B.Let v ∈ V be such that T*T(v) = 0. Then T(v) = 0.
  3. C.Suppose T = T* and N > 1 be an integer. Let v ∈ V be such that = 0. Then T(v) = 0.
  4. D.Suppose that TT* = T*T and N > 1 be an integer. Let v ∈ V be such that T^N(v) = 0. Then T(v) = 0.

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Q9Boundary and endpointQuadratic forms, positive definiteness, Sylvester's law

Let B(v, w) be a nondegenerate symmetric bilinear form on and let q(v) = B(v, v) be the corresponding quadratic form. Suppose there exist vectors such that B(v, v) = 0 and B(v, w) ≠ 0. Which of the following statements are necessarily true?

  1. A.B(w, w) = 0
  2. B.There exists an such that .
  3. C.There are infinitely many such that .
  4. D.q is equivalent to the quadratic form for all .

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Q10Standard counterexampleLiouville, Morera, maximum modulus principle

Let f be an entire function. Which of the following statements are true?

  1. A.If f(z) = f(z + 1) for all then f is a constant function.
  2. B.If f(z) = f(z + 1) = f(z + i) for all then f is a constant function.
  3. C.If f(1/z) has a removable singularity at 0 then f is a constant function.
  4. D.If f is a non-constant function then f(1/z) has a pole at 0.

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Q11Standard counterexampleConformal maps, Möbius transformations, Schwarz lemma

Let 𝔻^× = { |z| < 1} be the punctured unit disk and f be a bijective holomorphic map of 𝔻^× onto itself. Which of the following statements are true?

  1. A. f(z) does not exist.
  2. B. f(z) exists and has absolute value ≤ 1.
  3. C. f(z) = 0.
  4. D.There exists such that f(z) = for all z ∈ 𝔻^×.

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Q12Standard counterexamplePower series and analyticity

Let f be an entire function which is not a polynomial. Let A = { | f⁽ for all n ≥ 0}. Which of the following statements are true?

  1. A.A is nonempty.
  2. B.A is finite.
  3. C.A is infinite.
  4. D.A is uncountable.

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Q13Standard counterexampleLinear ODE, Wronskian, variation of parameters, systems

Consider the ordinary differential equation (ODEdx dy/dx + sin(x) y = 0. Let be solutions of the ODE, satisfying dx(0) = 0, and dx(0) = 1. Then which of the following statements are true?

  1. A. is also a solution of ODE
  2. B. is also a solution of ODE
  3. C.There are NO constants a, b such that
  4. D.There exist such that

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Q14Standard counterexampleLinear ODE, Wronskian, variation of parameters, systems

For a continuous function q defined on , consider the ordinary differential equation (ODEdx. Then which of the following statements are FALSE?

  1. A.There exists a q such that cos(x) and e^x cos(x) are solutions of ODE
  2. B.There exists a q such that sin(x) and cos(x) are solutions of ODE
  3. C.There exists a q such that e^x sin(x) and e^x cos(2x) are solutions of ODE
  4. D.There exists a q such that xe^x and x(x − 1)e^x are solutions of ODE

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Q15Hypothesis droppedFirst-order PDE: Lagrange, Charpit, characteristics

Consider the Cauchy problem (CP. Then which of the following statements are true?

  1. A.There is NO neighbourhood of the origin on which (CP) has a solution
  2. B.(CP) has a unique solution defined on some neighbourhood of the origin
  3. C.(CP) has a unique solution defined on some neighbourhood of the point (0, 1) in the xy-plane
  4. D.(CP) has an infinite number of solutions, each of which is defined on some neighbourhood of the origin

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Q16Execution slipLaplace, heat and wave equations: separation of variables

Suppose u = u(x, y) is the solution of the boundary value problem in {}, on {}. Then which of the following statements are true?

  1. A.The minimum value of u is 1
  2. B.The maximum value of u is 3
  3. C.The minimum value of u is 2
  4. D.The maximum value of u is 3/2

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Q17Execution slipInterpolation and numerical integration with error terms

If are such that the equation dx holds for all polynomials f(x) of degree less than or equal to 2, then which of the following statements are true?

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

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Q18Converse assumedEuler–Lagrange equation and standard functionals

For , consider the functional dx defined for all continuously differentiable functions defined on the interval [1, 2] satisfying the conditions y(1) = 1, y(2) = 2. Then which of the following statements are true?

  1. A. is an extremal for
  2. B. is an extremal for
  3. C.y(x) = x is an extremal for
  4. D. is an extremal for

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Q19Boundary and endpointEuler–Lagrange equation and standard functionals

For , consider the variational problem: Minimize byy′ + cy dx, subject to y(0) = 10, y(1) = 100. Then which of the following statements are true?

  1. A.If (a, b, c) = (−2, 1, −2), then every admissible extremal is a minimizer
  2. B.If (a, b, c) = (1, 0, 2), then every admissible extremal is a minimizer
  3. C.If (a, b, c) = (2, −1, 1), then every admissible extremal is a minimizer
  4. D.If (a, b, c) = (1, −2, 5), then every admissible extremal is a minimizer

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Q20Boundary and endpointRandom variables, distributions, moments, MGF

Let X be a random variable with the cumulative distribution function F_X(x) = 0 if x < 0, F_X(x) = (x + 2)/5 if 0 ≤ x < 2, and F_X(x) = 1 if x ≥ 2. Then, which of the following statements are true?

  1. A.
  2. B.P(|X − 4/5| ≥ 1) = 19/25
  3. C.The upper bound of P(|X − 4/5| ≥ 1), using Chebyshev's inequality, is 52/75
  4. D.The value of the moment generating function, M_X(t), at t = 1 is

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Q21Execution slipAxioms, conditional probability, independence, Bayes

Let be a random sample from . If ̂ is the Bayes estimator of with respect to some prior and loss function . Then, which of the following statements are true?

  1. A.̂ , if the prior is known and
  2. B.̂ , if the prior is known and ||
  3. C.̂ , if the prior is known and ||
  4. D.̂ , if the prior is the Jeffreys prior and

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Q22Execution slipMarkov chains: classification of states, stationary distributions

Consider a Markov chain {} on state space {1, 2, 3, 4, 5} with the transition probability matrix whose rows are (0, 1/2, 1/2, 0, 0), (0, 0, 1, 0, 0), (0, 1/3, 0, 1/3, 1/3), (1, 0, 0, 0, 0) and (0, 0, 0, 0, 1). Then, which of the following statements are true?

  1. A.Stationary distribution is (0, 0, 0, 0, 1).
  2. B.State 5 is absorbing and recurrent.
  3. C.All states are aperiodic.
  4. D.⁾ = 1.

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Q23Execution slipMarkov chains: classification of states, stationary distributions

Consider the M/M/1 queue in which customers arrive according to a Poisson process with rate 3 and successive service times are independent exponential random variables having mean 1/9. Let be the long run probability that there are exactly n customers in the system. Then, which of the following statements are true?

  1. A.
  2. B.
  3. C.The average number of customers in the system is 1
  4. D.The average amount of time that a customer spends in the system is 1/6

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Q24Execution slipStandard discrete and continuous distributions

Let X and Y be independent Poisson random variables with means 4 and 2, respectively. Then, which of the following statements are true?

  1. A.The conditional distribution of X given X + Y = 3 is Binomial(3, 1/3)
  2. B.P(X ≤ 1 | X + Y = 3) = 7/27
  3. C.E(X | X + Y = 3) = 2
  4. D.The value of the characteristic function of X + Y at the point is

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Q25Execution slipStandard discrete and continuous distributions

A system has two components and put in parallel. The components and have independent lifetimes and , respectively. The probability distribution of X_j is exponential with mean 1/j, j = 1, 2. Suppose that R(t) and h(t) are the reliability and the hazard rate functions of the system, respectively. Then, which of the following statements are true?

  1. A.R(t) = + , t > 0
  2. B.The expected lifetime of the given system is 1
  3. C.
  4. D.

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Q26Standard counterexampleJoint distributions, transformations, order statistics

Let X and Y be independent and identically distributed N(0, 1) random variables. Let and T = . Then, which of the following statements are true?

  1. A.The probability density function of S is f_S(s) = if s > 0, and 0 otherwise.
  2. B.The probability density function of T is f_T(t) = 1 if 0 < t < 1, and 0 otherwise.
  3. C.Var(S) = 2.
  4. D.E(T) = 2/3.

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Q27Boundary and endpointJoint distributions, transformations, order statistics

Let be independent and identically distributed random variables with the probability density function f(x| if , and 0 otherwise, where is the unknown parameter. Further, let . Which of the following are confidence intervals for with the confidence coefficient , where ?

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

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Q28Dependence misreadGauss–Markov, regression, ANOVA basics

Consider a paired data , where and for all i = 1, 2, 3, 4, 5. On this data, a simple linear regression model with an intercept term and a simple linear regression model without an intercept term are fitted using the method of least squares. Which of the following statements are true?

  1. A.The two fitted lines have the same slope
  2. B.The two fitted models have the same intercept
  3. C.The model with intercept passes through at least one of the observed data points
  4. D.The model without intercept passes through at lesast one of the observed data points

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Q29Execution slipGauss–Markov, regression, ANOVA basics

An analyst fits a multiple linear regression model , using the method of least squares. However, his coordinator insists that the intercept and two regressors and are enough to represent the model. Suppose the coordinator's claim can be tested in the form of a general linear hypothesis, viz., against is not true, where . Suppose we have n observations on the response Y and each regressor. Further, assume that the errors with or without restrictions are independent variables. Then, which of the following statements are true?

  1. A.A possible choice of L is the 5 × 2 matrix with rows (0, 0), (1, 0), (0, 1), (−1, 0), (0, 1)
  2. B.The test statistic for testing against H_A follows an F-distribution with (2, n − 4) degrees of freedom under
  3. C.Sum of squares residuals under the restrictions follows distribution
  4. D.Sum of squares residuals without the restrictions follows a non-central distribution

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Q30Boundary and endpointMultivariate normal distribution

Let be a random sample from a bivariate normal distribution BVN with and . Then, which of the following statements are true?

  1. A.The distribution of is N(0, 10)
  2. B.The distribution of is distribution with degrees of freedom 10
  3. C.The distribution of is t-distribution with degrees of freedom 9
  4. D.The distribution of is F-distribution with degrees of freedom 3 and 6.

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Q31Boundary and endpointMultivariate normal distribution

Let the random vector have the positive definite dispersion matrix with rows and . Then, which of the following statements are true?

  1. A. may be −0.47
  2. B.The first principal component can only explain 32% of the total variation for some
  3. C.The second principal component can explain more than 32% of the total variation for any
  4. D.The variance of the first principal component is for any

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Q32Standard counterexamplelimsup, liminf and subsequential limits

Consider the sequences and defined by and C(n, k)(−1)ᵏ/nᵏ. Which of the following statements are true?

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

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Q33Execution slipRiemann integration and criteria

What is the value of the limit (1/n)[(n + 1)(n + 2)⋯(n + n)]?

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

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Q34Standard counterexampleRiemann integration and criteria

Let f and g be real-valued Riemann integrable functions on [a, b] such that g([a, b]) ⊆ [a, b]. Which of the following statements are necessarily true?

  1. A.The composition f ∘ g is Riemann integrable.
  2. B.If g(x) ≠ 0 for each x ∈ [a, b], then f/g is Riemann integrable.
  3. C.The positive square root is Riemann integrable.
  4. D.The composition f ∘ g is Riemann integrable, if both f and g are continuous.

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Q35Boundary and endpointLebesgue integral, MCT, DCT, Fatou

Let denote the Lebesgue measure on . Suppose that f is a non-negative Lebesgue measurable function on . Let be an unbounded sequence such that ≤ ca for some real number c and for all n ≥ 1. Let A_k = { | a_k ≤ f(x) < } for each k ≥ 0. Which of the following statements are true?

  1. A.If f is Lebesgue integrable on , then is finite.
  2. B.If is finite, then f is Lebesgue integrable on .
  3. C.If is finite, and for all , then f is Lebesgue integrable on .
  4. D.If is finite and f is bounded, then f is Lebesgue integrable on .

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Q36Execution slipPartial derivatives, differentiability, chain rule

Let be a twice continuously differentiable non-zero function such that f(tx, tx for all t > 0 and . Which of the following statements are necessarily true?

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

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Q37Hypothesis droppedLinear transformations, matrix representation, change of basis

Let denote the space of real 2 × 2 matrices. Let S be the vector subspace of comprising of all symmetric matrices. Let be the map defined by F(X) = XXᵀ. Let DF be the derivative of F at . Which of the following statements are true?

  1. A.If AAᵀ = I, then DF is surjective.
  2. B.If AAᵀ = I, then DF need not be surjective.
  3. C.If A is invertible, then DF is surjective.
  4. D.If A is not invertible, then DF is surjective.

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Q38Boundary and endpointCompleteness and Baire category

Let C[0, 1] be the vector space of real valued continuous functions equipped with the norm ‖f‖ = |f(x)|. Let T : C[0, 1] → C[0, 1] be defined as ˣ f(t)dt, for x ∈ [0, 1]. Let ∘ T ∘ ⋯ ∘ T (n times). Which of the following statements are true?

  1. A.There exists such that for all f, g ∈ C[0, 1], ‖T(f) − T(g)‖ ‖f − g‖.
  2. B.There exists such that for all f, g ∈ C[0, 1], ‖‖f − g‖.
  3. C.The set {f ∈ C[0, 1] : T(f) = f} is a singleton set.
  4. D. as .

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Q39Invariants don't determineJordan canonical form

Let be linear operator with eigenvalues 2, 3 and 5. Consider the subspace W := { for some integer k > 0} of . Suppose that . Which of the following statements are necessarily true?

  1. A.T has at least four linearly independent eigenvectors.
  2. B.dim W ≥ 2.
  3. C.
  4. D.(T − 2I)(T − 3I) is a nilpotent operator.

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Q40Invariants don't determineJordan canonical form

Which of the following matrices are similar over to the matrix A whose rows are (−1, 1, 0, 0), (0, −1, 0, 0), (0, 0, 1, 1) and (0, 0, 0, 1)?

  1. A.The matrix with rows (0, 0, 0, −1), (1, 0, 0, 0), (0, 1, 0, 2), (0, 0, 1, 0)
  2. B.The matrix with rows (0, 0, 0, 1), (1, 0, 0, 0), (0, 1, 0, −2), (0, 0, 1, 0)
  3. C.The matrix with rows (0, 1, 1, 0), (1, 0, 0, 1), (0, 0, 0, 1), (0, 0, 1, 0)
  4. D.The matrix with rows (0, 1, 0, 0), (1, 0, 0, 0), (0, 0, 0, 1), (0, 0, 1, 0)

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Q41Execution slipResidue theorem and standard contour integrals

Let be the function t ↦ and dz. Which of the following statements are true?

  1. A.I = 0
  2. B. {}
  3. C. 1/n!
  4. D. 1/(n!(n + 1)!)

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Q42Standard counterexampleGroup actions, class equation, p-groups

Let G be a group, H a subgroup of G, and T = {gH | g ∈ G}, the set of all left cosets of H in G. Let S_T be the set of all permutations of T and be the map defined by gg. For a prime number p, let 𝔽_p denote the field with p elements. In which of the following cases is trivial?

  1. A.G = GL𝔽_p) and H is a subgroup of order p.
  2. B.G = SL𝔽_p) and H is a subgroup of order p.
  3. C.p ≡ 3 (mod 4), G = GL𝔽_p)/SL𝔽_p) and H is a subgroup of order 2.
  4. D.p ≡ 1 (mod 4), G = GL𝔽_p)/SL𝔽_p) and H is a subgroup of order 2.

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Q43Property not inheritedNormal subgroups, quotients, isomorphism theorems

For a group G, let Aut(G) denote the group (under composition) of all bijective group homomorphisms from G onto itself. Which of the following statements are true?

  1. A.If are two groups such that Aut is isomorphic to Aut, then is isomorphic to .
  2. B.If |G| = 2, then Aut(G × G) is abelian.
  3. C.If G is the group of complex numbers under addition, then Aut(G) is abelian.
  4. D.If G is finite, then Aut(G) is finite.

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Q44Property not inheritedNormal subgroups, quotients, isomorphism theorems

Let and be subgroups of a group G. Which of the following statements are true?

  1. A.If is normal in G, then .
  2. B.If and are normal subgroups of and , respectively, then .
  3. C.If is normal in and is normal in G, then is normal in G.
  4. D.Every subgroup of prime index in G is normal.

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Q45Finite-dimensional intuitionPolynomial rings and irreducibility tests

Let be a ring homomorphism with f(1) = 1. For n ≥ 1, let ∘ ⋯ ∘ f (n times). Which of the following statements are true?

  1. A.If f is onto, then so is for all n ≥ 1.
  2. B.ker for some n ≥ 1.
  3. C.If f is onto, then f is one-to-one.
  4. D.If f is one-to-one, then f is onto.

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Q46Standard counterexamplePolynomial rings and irreducibility tests

Let and . Which of the following statements are true?

  1. A.f(X) is irreducible in , but g(X) is not.
  2. B.g(X) is irreducible in , but f(X) is not.
  3. C.Both f(X) and g(X) are irreducible in .
  4. D.Neither f(X) nor g(X) is irreducible in .

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Q47Hypothesis droppedField extensions, splitting fields, finite fields

Let p > 2 be a prime number. Let 𝔽_p denote the field with p elements and 𝔽̄_p an algebraic closure of 𝔽_p. Which of the following statements are true?

  1. A.Let f(X) ∈ 𝔽_p[X] and be a root of f in 𝔽̄_p. Then 𝔽 is the splitting field of f in 𝔽̄_p.
  2. B.Let f, g ∈ 𝔽_p[X] be irreducible polynomials of same degree and be a root of f in 𝔽̄_p. Then 𝔽 is the splitting field of g in 𝔽̄_p.
  3. C.𝔽_p[X] has infinitely many irreducible polynomials.
  4. D.The set {a + b | a, b ∈ 𝔽_p} is contained in { | a, b ∈ 𝔽_p}.

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Q48Converse assumedCompactness: open covers, sequential, Heine–Borel

Let be a nonconstant polynomial. Which of the following statements are true?

  1. A.The preimage of a compact set under p is a compact set.
  2. B.The preimage of a connected set under p is a connected set.
  3. C.Every point has an open neighbourhood U_x such that the restriction is a homeomorphism onto an open set in .
  4. D.The image of a bounded set under p is a bounded set.

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Q49Standard counterexampleOpen/closed sets, limit points, closure, interior

Consider with the usual topology and S = { | } with the subspace topology. Which of the following statements are true?

  1. A.S is dense in .
  2. B.S \ is dense in .
  3. C.S \ is discrete with subspace topology on S.
  4. D.S is connected.

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Q50Existence vs uniquenessExistence–uniqueness, Picard, Lipschitz

Let D = {}, and be the function defined by ₊), where y₊ = max{y, 0}. Consider the initial value problem (IVP) dy/dx = f(x, y), y(0) = 0. Then which of the following statements are true?

  1. A.f is a Lipschitz continuous function on D
  2. B.f is NOT a Lipschitz continuous function on D
  3. C.IVP has at least one solution
  4. D.IVP has NO solution

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Q51Numerical convergenceNumerical ODE: Euler, Runge–Kutta

Consider the initial value problem (IVP) y′ + y = 0, y(0) = 1. Let be the iterates of forward Euler method, applied to the IVP, with step size h where 0 < h < 1. Then which of the following statements are true?

  1. A.The sequence does NOT converge
  2. B. as
  3. C. for n = 0, 1, 2, …
  4. D.|y(nh| → 0 as

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Q52Execution slipFredholm and Volterra equations

Let u(x) be the solution to the Volterra integral equation ˣ dt. Then which of the following statements are true?

  1. A.u(0) = 0
  2. B.
  3. C.
  4. D.

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Q53Execution slipFredholm and Volterra equations

Let f and K be such that the solution of the initial value problem y″ − 3y′ + 2y = 4sin(x), y(0) = 1, y′(0) = −2 satisfies the Volterra integral equation ˣ K(x, t)y(t) dt. Then which of the following statements are true?

  1. A.
  2. B.
  3. C.
  4. D.f(0) + f′(0) = −4

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Q54Standard counterexampleHamiltonian formalism and conservation laws

Suppose f, g are smooth functions of generalized coordinates , the associated conjugate momenta , and time t. Let [f, g] denote the Poisson bracket of f and g. Suppose H is a Hamiltonian of the system. Then which of the following statements are true?

  1. A.
  2. B.If f is a constant of motion, and f is independent of t, then [H, f] is a constant of motion
  3. C.[[H, f], g] + [[g, H], f] + [[f, g], H] = 0
  4. D.If f and g are constants of motion, then [f, g] is a constant of motion

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Q55Moments and tailsModes of convergence, WLLN, SLLN, CLT

Let be a sequence of independent and identically distributed random variables with . Let and . Then, which of the following statements are true?

  1. A. converges in distribution to a random variable Z, where Z ~ N(0, 1)
  2. B. converges in distribution to a random variable Z, where Z ~ N(0, 1)
  3. C. converges in distribution to a random variable Z, where Z ~ N(0, 1)
  4. D. converges in distribution to a random variable Z, where Z ~ N(0, 1)

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Q56Execution slipSufficiency, completeness, UMVUE, Cramér–Rao

Let be a random sample from the uniform distribution on the interval , where and are unknown parameters. Let be the jᵗʰ order statistic, j = 1, 2, …, n, and let . Here, is a complete and sufficient statistic for . Then, which of the following statements are true?

  1. A.X̄ is an unbiased estimator of
  2. B. is an unbiased estimator of
  3. C. is the uniformly minimum variance unbiased estimator of
  4. D. is the uniformly minimum variance unbiased estimator of

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Q57Execution slipSufficiency, completeness, UMVUE, Cramér–Rao

Let be a random sample from a continuous distribution with the probability density function f(x| , , where is an unknown parameter. Let , and . Then, which of the following statements are true?

  1. A. is an unbiased estimator of
  2. B. is an unbiased estimator of
  3. C. is a consistent estimator of
  4. D.The statistic is complete

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Q58What the inference meansLikelihood ratio and standard tests

Let X be a random sample of size one from the probability density function f(x| if x > 1, and 0 otherwise, where is the unknown parameter. Suppose we want to test the null hypothesis against the alternative hypothesis , based on the observed value x of X. Then, which of the following statements are true?

  1. A.The likelihood function is maximized at
  2. B.The maximum value of the likelihood function is − 1)
  3. C.The likelihood ratio test for testing against rejects if (x − < k, for some k > 0
  4. D.The likelihood ratio test for testing against rejects if x > c, for some c > 1

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Q59What the inference meansLikelihood ratio and standard tests

Let and be two independent random samples from the continuous distribution functions and , respectively, where and are all unknown. Further, let be the unique median of and be the unique median of . Let be the rank of in the combined sample, i = 1, 2, …, 9. For testing against , the test statistic is proposed. Then, which of the following statements are true?

  1. A.The maximum possible value of T is 115
  2. B.Right-tailed test based on T is appropriate for testing against
  3. C.Under
  4. D.Under

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Q60Invariants don't determineCRD, RBD, LSD essentials

If the incidence matrix of a block design is given by N with rows (1, 1, 1, 0), (1, 1, 0, 1), (1, 0, 1, 1) and (0, 1, 1, 1), then which of the following statements are true?

  1. A.The design is incomplete
  2. B.The design is connected
  3. C.The design is balanced
  4. D.The design is orthogonal

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