← Joint CSIR UGC NET Exam
CSIR NET · Mathematical Sciences

June

2017 · 78 questions · First 10 Solutions Free
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Q1 mcq
$L = \lim_{n \to \infty} \frac{1}{\sqrt[n]{n!}}$. Then
a.
$L = 0$ Correct Answer
b.
$L = 1$
c.
$0 < L < \infty$
d.
$L = \infty$
Step-by-Step AI Explanation
Verified Method
We want to find $L = \lim_{n \to \infty} \frac{1}{(n!)^{1/n}} = \lim_{n \to \infty} \left(\frac{1}{n!}\right)^{1/n}$. Recall Cauchy's second limit theorem: if $x_n > 0$ and $\lim_{n \to \infty} \frac{x_{n+1}}{x_n}$ exists, then $$\lim_{n \to \infty} (x_n)^{1/n} = \lim_{n \to \infty} \frac{x_{n+1}}{x_n}.$$ Let $x_n = \frac{1}{n!}$. Then $$\frac{x_{n+1}}{x_n} = \frac{n!}{(n+1)!} = \frac{1}{n+1}.$$ Taking the limit as $n \to \infty$: $$\lim_{n \to \infty} \frac{x_{n+1}}{x_n} = \lim_{n \to \infty} \frac{1}{n+1} = 0.$$ Therefore, $$L = \lim_{n \to \infty} \left(\frac{1}{n!}\right)^{1/n} = 0.$$ Alternatively, by Stirling's approximation, $n! \sim \sqrt{2\pi n}\left(\frac{n}{e}\right)^n$, so $(n!)^{1/n} \sim \frac{n}{e} \to \infty$, which implies $\frac{1}{(n!)^{1/n}} \to 0$. Thus, $L = 0$, which corresponds to Option A.
Q2 mcq
Consider the sequence $$a_n = \left(1 + (-1)^n \frac{1}{n}\right)^n . \text{ Then}$$
a.
$\limsup_{n \to \infty} a_n = \liminf_{n \to \infty} a_n = 1$
b.
$\limsup_{n \to \infty} a_n = \liminf_{n \to \infty} a_n = e$
c.
$\limsup_{n \to \infty} a_n = \liminf_{n \to \infty} a_n = \frac{1}{e}$
d.
$\limsup_{n \to \infty} a_n = e, \liminf_{n \to \infty} a_n = \frac{1}{e}$ Correct Answer
Step-by-Step AI Explanation
Verified Method
The given sequence is $$a_n = \left(1 + \frac{(-1)^n}{n}\right)^n.$$ Consider the subsequences of even and odd indices: 1. For even indices $n = 2k$: $$a_{2k} = \left(1 + \frac{1}{2k}\right)^{2k}.$$ As $k \to \infty$, $$\lim_{k \to \infty} a_{2k} = \lim_{k \to \infty} \left(1 + \frac{1}{2k}\right)^{2k} = e.$$ 2. For odd indices $n = 2k - 1$: $$a_{2k-1} = \left(1 - \frac{1}{2k-1}\right)^{2k-1}.$$ As $k \to \infty$, $$\lim_{k \to \infty} a_{2k-1} = \lim_{k \to \infty} \left(1 - \frac{1}{2k-1}\right)^{2k-1} = e^{-1} = \frac{1}{e}.$$ Since the sequence oscillates between these two subsequential limits, the set of limit points of $(a_n)$ is $\left\{\frac{1}{e}, e\right\}$. Therefore, $$\limsup_{n \to \infty} a_n = e \quad \text{and} \quad \liminf_{n \to \infty} a_n = \frac{1}{e}.$$ This matches Option D.
Q3 mcq
For $a > 0$, the series $$\sum_{n=1}^\infty a^{\ln n}$$ is convergent if and only if
a.
$0 < a < e$
b.
$0 < a \le e$
c.
$0 < a < \frac{1}{e}$ Correct Answer
d.
$0 < a \le \frac{1}{e}$
Step-by-Step AI Explanation
Verified Method
We can rewrite the general term of the series using the properties of logarithms and exponentials: $$a^{\ln n} = \left(e^{\ln a}\right)^{\ln n} = e^{\ln a \cdot \ln n} = \left(e^{\ln n}\right)^{\ln a} = n^{\ln a} = \frac{1}{n^{-\ln a}}$$ Thus, the given series is: $$\sum_{n=1}^\infty a^{\ln n} = \sum_{n=1}^\infty \frac{1}{n^{-\ln a}}$$ This is a standard $p$-series of the form $\sum_{n=1}^\infty \frac{1}{n^p}$ with $p = -\ln a$. A $p$-series converges if and only if $p > 1$. Therefore, the series converges if and only if: $$-\ln a > 1 \iff \ln a < -1 \iff a < e^{-1} = \frac{1}{e}$$ Since it is given that $a > 0$, the condition for convergence is: $$0 < a < \frac{1}{e}$$ Hence, option C is the correct choice.
Q4 mcq
Let $f : \mathbb{R} \to \mathbb{R}$ be defined by $$f(x) = \begin{cases} \frac{\sin x}{x} & \text{if } x \neq 0 \\ 1 & \text{if } x = 0 \end{cases}$$ Then
a.
$f$ is not continuous
b.
$f$ is continuous but not differentiable
c.
$f$ is differentiable Correct Answer
d.
$f$ is not bounded
Step-by-Step AI Explanation
Verified Method
First, consider the continuity of $f$ at $x = 0$: $$\lim_{x \to 0} f(x) = \lim_{x \to 0} \frac{\sin x}{x} = 1 = f(0)$$ Since $\frac{\sin x}{x}$ is continuous for all $x \neq 0$, $f$ is continuous everywhere on $\mathbb{R}$. Next, examine the differentiability of $f$ at $x = 0$ using the limit definition of the derivative: $$f'(0) = \lim_{h \to 0} \frac{f(h) - f(0)}{h} = \lim_{h \to 0} \frac{\frac{\sin h}{h} - 1}{h} = \lim_{h \to 0} \frac{\sin h - h}{h^2}$$ Using the Taylor expansion $\sin h = h - \frac{h^3}{6} + O(h^5)$, we have: $$f'(0) = \lim_{h \to 0} \frac{-\frac{h^3}{6} + O(h^5)}{h^2} = \lim_{h \to 0} \left(-\frac{h}{6} + O(h^3)\right) = 0$$ Since this limit exists and is finite, $f$ is differentiable at $x = 0$ with $f'(0) = 0$. For $x \neq 0$, $f(x)$ is a quotient of differentiable functions, so it is differentiable with: $$f'(x) = \frac{x\cos x - \sin x}{x^2}$$ Thus, $f$ is differentiable on all of $\mathbb{R}$. Moreover, $|f(x)| \le 1$ for all $x \in \mathbb{R}$, so $f$ is also bounded. Therefore, option C is correct.
Q5 mcq
Let $A = \{n \in \mathbb{N} : n = 1 \text{ or the only prime factors of } n \text{ are } 2 \text{ or } 3\}$, for example, $6 \in A, 10 \notin A$. Let $S = \sum_{n \in A} \frac{1}{n}$. Then
a.
$A$ is finite
b.
$S$ is a divergent series
c.
$S = 3$ Correct Answer
d.
$S = 6$

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Q6 mcq
For $n \ge 1$, let $f_n(x) = xe^{-nx^2}, x \in \mathbb{R}$. Then the sequence $\{f_n\}$ is
a.
uniformly convergent on $\mathbb{R}$ Correct Answer
b.
uniformly convergent only on compact subsets of $\mathbb{R}$
c.
bounded and not uniformly convergent on $\mathbb{R}$
d.
a sequence of unbounded functions

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Q7 mcq
Let $A$ be a $4\times 4$ matrix. Suppose that the null space $N(A)$ of $A$ is $$\{(x, y, z, w) \in \mathbb{R}^4 : x + y + z = 0, x + y + w = 0\}.$$ Then
a.
$\dim (\text{column space}(A)) = 1$
b.
$\dim (\text{column space}(A)) = 2$ Correct Answer
c.
$\operatorname{rank}(A) = 1$
d.
$S = \{(1, 1, 1, 0), (1, 1, 0, 1)\}$ is a basis of $N(A)$
Step-by-Step AI Explanation
Verified Method
The null space $N(A)$ of the matrix $A$ is given by the solution set to the system of linear equations in $\mathbb{R}^4$: $$x + y + z = 0$$ $$x + y + w = 0$$ These two equations are linearly independent, so the number of free variables is $4 - 2 = 2$. Thus, the nullity of $A$ is: $$\operatorname{nullity}(A) = \dim(N(A)) = 2$$ By the Rank-Nullity Theorem, for a $4 \times 4$ matrix $A$ acting on $\mathbb{R}^4$: $$\operatorname{rank}(A) + \operatorname{nullity}(A) = 4$$ $$\operatorname{rank}(A) + 2 = 4 \implies \operatorname{rank}(A) = 2$$ Since the dimension of the column space of $A$ is equal to $\operatorname{rank}(A)$, we have: $$\dim(\text{column space}(A)) = 2$$ Evaluating the options: - A) Incorrect, as the dimension is $2$, not $1$. - B) Correct, $\dim(\text{column space}(A)) = 2$. - C) Incorrect, $\operatorname{rank}(A) = 2$, not $1$. - D) Incorrect, because substituting $(1, 1, 1, 0)$ into $x + y + z = 0$ gives $1 + 1 + 1 = 3 \neq 0$, so the vectors in $S$ do not even lie in $N(A)$.
Q8 mcq
Let $A$ and $B$ be real invertible matrices such that $AB = -BA$. Then
a.
$\operatorname{Trace}(A) = \operatorname{Trace}(B) = 0$ Correct Answer
b.
$\operatorname{Trace}(A) = \operatorname{Trace}(B) = 1$
c.
$\operatorname{Trace}(A) = 0, \operatorname{Trace}(B) = 1$
d.
$\operatorname{Trace}(A) = 1, \operatorname{Trace}(B) = 0$
Step-by-Step AI Explanation
Verified Method
We are given that $A$ and $B$ are real invertible matrices satisfying the anticommutation relation: $$AB = -BA$$ Since $B$ is invertible, we can multiply by $B^{-1}$ on the right: $$A = -BAB^{-1}$$ Taking the trace of both sides and using the cyclic and linear properties of the trace function: $$\operatorname{Trace}(A) = \operatorname{Trace}(-B A B^{-1}) = -\operatorname{Trace}(B A B^{-1}) = -\operatorname{Trace}(A B^{-1} B) = -\operatorname{Trace}(A)$$ This implies: $$2\operatorname{Trace}(A) = 0 \implies \operatorname{Trace}(A) = 0$$ Similarly, since $A$ is invertible, we can multiply the original equation by $A^{-1}$ on the left: $$B = -A^{-1}BA$$ Taking the trace of both sides: $$\operatorname{Trace}(B) = \operatorname{Trace}(-A^{-1}BA) = -\operatorname{Trace}(A^{-1}BA) = -\operatorname{Trace}(B A A^{-1}) = -\operatorname{Trace}(B)$$ This gives: $$2\operatorname{Trace}(B) = 0 \implies \operatorname{Trace}(B) = 0$$ Therefore, $\operatorname{Trace}(A) = \operatorname{Trace}(B) = 0$.
Q9 mcq
Let $A$ be an $n \times n$ self-adjoint matrix with eigenvalues $\lambda_1, \dots, \lambda_n$. Let $\|X\|_2 = \sqrt{|x_1|^2 + \dots + |x_n|^2}$ for $X = (x_1, \dots, x_n) \in \mathbb{C}^n$. If $p(A) = a_0 I + a_1 A + \dots + a_n A^n$ then $\sup_{\|X\|_2 = 1} \|p(A)X\|_2$ is equal to
a.
$\max\{a_0 + a_1\lambda_j + \dots + a_n\lambda_j^n : 1 \le j \le n\}$
b.
$\max\{|a_0 + a_1\lambda_j + \dots + a_n\lambda_j^n| : 1 \le j \le n\}$
c.
$\min\{a_0 + a_1\lambda_j + \dots + a_n\lambda_j^n : 1 \le j \le n\}$
d.
$\min\{|a_0 + a_1\lambda_j + \dots + a_n\lambda_j^n| : 1 \le j \le n\}$
Step-by-Step AI Explanation
Verified Method
Since $A$ is self-adjoint, by the spectral theorem there exists an orthonormal basis of eigenvectors of $A$ corresponding to the real eigenvalues $\lambda_1, \dots, \lambda_n$. Thus, $p(A)$ is a normal matrix with eigenvalues $p(\lambda_j) = a_0 + a_1\lambda_j + \dots + a_n\lambda_j^n$ for $j = 1, \dots, n$. The operator norm induced by the $l_2$-norm, $\sup_{\|X\|_2 = 1} \|p(A)X\|_2$, is the spectral norm of $p(A)$, which equals its largest singular value. For a normal matrix, the singular values are the absolute values of its eigenvalues. Hence, the supremum is $\max_{1 \le j \le n} |p(\lambda_j)| = \max\{|a_0 + a_1\lambda_j + \dots + a_n\lambda_j^n| : 1 \le j \le n\}$.
Q10 mcq
Let $p(x) = \alpha x^2 + \beta x + \gamma$ be a polynomial, where $\alpha, \beta, \gamma \in \mathbb{R}$. Fix $x_0 \in \mathbb{R}$. Let $S = \left\{(a, b, c) \in \mathbb{R}^3 : p(x) = a(x - x_0)^2 + b(x - x_0) + c \text{ for all } x \in \mathbb{R}\right\}$ Then the number of elements in $S$ is
a.
0
b.
1 Correct Answer
c.
strictly greater than 1 but finite
d.
infinite
Step-by-Step AI Explanation
Verified Method
By Taylor's expansion of a polynomial about the point $x_0$, any polynomial of degree at most 2 can be written uniquely as: $$p(x) = p(x_0) + p'(x_0)(x - x_0) + \frac{p''(x_0)}{2}(x - x_0)^2$$ Equating this to $a(x - x_0)^2 + b(x - x_0) + c$, we get: $$c = p(x_0) = \alpha x_0^2 + \beta x_0 + \gamma$$ $$b = p'(x_0) = 2\alpha x_0 + \beta$$ $$a = \frac{p''(x_0)}{2} = \alpha$$ Since the polynomials are identical for all $x \in \mathbb{R}$, the coefficients $a, b, c$ are uniquely determined in terms of $\alpha, \beta, \gamma,$ and $x_0$. Thus, the set $S$ contains exactly $1$ element.
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Q11 mcq
Let $A = \begin{bmatrix} 1 & 0 & 2 \\ 1 & -2 & 0 \\ 0 & 0 & -3 \end{bmatrix}$ and $I$ be the $3\times 3$ identity matrix. If $6A^{-1} = aA^2 + bA + cI$ for $a, b, c \in \mathbb{R}$ then $(a, b, c)$ equals
a.
$(1, 2, 1)$
b.
$(1, -1, 2)$
c.
$(4, 1, 1)$
d.
$(1, 4, 1)$
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Q12 mcq
Let $A = \begin{bmatrix} 1 & 1 & 2 \\ 1 & -2 & 5 \\ 2 & 5 & -3 \end{bmatrix}$. Then the eigenvalues of $A$ are
a.
$-4, 3, -3$
b.
$4, 3, 1$
c.
$4, -4 \pm \sqrt{13}$
d.
$4, -2 \pm 2\sqrt{7}$
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Q13 mcq
Let $C$ denote the unit circle centered at the origin in $\mathbb{C}$. Then $\frac{1}{2\pi i} \int_C \left|1 + z + z^2\right|^2 dz$, where the integral is taken anti-clockwise along $C$, equals
a.
0
b.
1
c.
2
d.
3
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Q14 mcq
Consider the power series $$f(x) = \sum_{n=2}^\infty \log(n) x^n$$ The radius of convergence of the series $f(x)$ is
a.
0
b.
1
c.
3
d.
$\infty$
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Q15 mcq
For an odd integer $k \ge 1$, let $F$ be the set of all entire function $f$ such that $f(x) = |x|^k$ for all $x \in (-1, 1)$. Then the cardinality of $F$ is
a.
0
b.
1
c.
strictly greater than 1 but finite
d.
infinite
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Q16 mcq
Suppose $f$ is holomorphic in an open neighbourhood of $z_0 \in \mathbb{C}$. Given that the series $$\sum_{n=0}^\infty f^{(n)}(z_0)$$ converges absolutely, we can conclude that
a.
$f$ is constant
b.
$f$ is a polynomial
c.
$f$ can be extended to an entire function
d.
$f(x) \in \mathbb{R}$ for all $x \in \mathbb{R}$
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Q17 mcq
Let $S$ be the set of all integers from 100 to 999 which are neither divisible by 3 nor divisible by 5. The number of elements in $S$ is
a.
480
b.
420
c.
360
d.
240
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Q18 mcq
The remainder obtained when $16^{2016}$ is divided by 9 equals
a.
1
b.
2
c.
3
d.
7
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Q19 mcq
Consider the ideal $I = (x^2 + 1, y)$ in the polynomial ring $\mathbb{C}[x, y]$. Which of the following statements is true?
a.
$I$ is a maximal ideal
b.
$I$ is a prime ideal but not a maximal ideal
c.
$I$ is a maximal ideal but not a prime ideal
d.
$I$ is neither a prime ideal nor a maximal ideal
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Q20 mcq
Let $f\colon \mathbb{R} \to \mathbb{R}$ be a continuous map. Choose the correct statement
a.
$f$ is bounded
b.
The image of $f$ is an open subset of $\mathbb{R}$
c.
$f(A)$ is bounded for all bounded subsets $A$ of $\mathbb{R}$
d.
$f^{-1}(A)$ is compact for all compact subsets $A$ of $\mathbb{R}$
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Q21 mcq
Suppose $x\colon [0, \infty) \to [0, \infty)$ is continuous and $x(0) = 0$. If $(x(t))^2 \le 2 + \int_0^t x(s) \, ds$, $\forall t \ge 0$. Then which of the following is TRUE?
a.
$x(\sqrt{2}) \in [0, 2]$
b.
$x(\sqrt{2}) \in \left[0, \frac{3}{\sqrt{2}}\right]$
c.
$x(\sqrt{2}) \in \left[\frac{5}{\sqrt{2}}, \frac{7}{\sqrt{2}}\right]$
d.
$x(\sqrt{2}) \in [10, \infty)$
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Q22 mcq
The solution of the partial differential equation $u_t - xu_x + 1 - u = 0$, $x \in \mathbb{R}, t > 0$ subject to $u(x, 0) = g(x)$ is
a.
$u(x, t) = 1 - e^{-t}\left(1 - g\left(xe^t\right)\right)$
b.
$u(x, t) = 1 + e^t\left(1 - g\left(xe^t\right)\right)$
c.
$u(x, t) = 1 - e^{-t}\left(1 - g\left(xe^{-t}\right)\right)$
d.
$u(x, t) = e^{-t}\left(1 - g\left(xe^t\right)\right)$
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Q23 mcq
Suppose $u \in C^2(B)$, $B$ is the unit ball in $\mathbb{R}^2$, satisfies $$\Delta u = f \text{ in } B$$ $$au + \frac{\partial u}{\partial n} = g \text{ on } \alpha > 0$$ where $n$ is the unit outward normal to $B$. If a solution exists then
a.
it is unique
b.
there are exactly two solutions
c.
there are exactly three solutions.
d.
there are infinitely many solutions
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Q24 mcq
The magnitude of the truncation error for the scheme $f'(x) = Af(x) + Bf(x+h) + Cf(x+2h)$ is equal to
a.
$h^2 f'''(\xi)$ if $A = -\frac{5}{6h}, B = \frac{3}{2h}, C = -\frac{2}{3h}$
b.
$h^2 f'''(\xi)$ if $A = \frac{5}{6h}, B = \frac{3}{2h}, C = \frac{2}{3h}$
c.
$h^2 f''(x)$ if $A = -\frac{5}{6h}, B = \frac{3}{2h}, C = -\frac{2}{3h}$
d.
$h^2 f''(x)$ if $A = \frac{5}{6h}, B = \frac{3}{2h}, C = \frac{2}{3h}$
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Q25 mcq
The infimum of $\int_0^1 (u'(t))^2 \, dt$ on the class of functions $\{u \in C^1[0,1] \text{ such that } u(0) = 0 \text{ and } \max_{[0,1]} |u| = 1\}$ is equal to
a.
0
b.
1/2
c.
1
d.
2
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Q26 mcq
Let $f(x)$ be the solution of $\int_0^x e^{x-t} \phi(t) \, dt = x$, $x > 0$. Then $\phi(1)$ equals
a.
$-1$
b.
$0$
c.
$1$
d.
$2$
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Q27 mcq
A rigid body having one point O fixed and no external torque about O has equal principal moments of inertia. Then the body must rotate with
a.
angular velocity of variable magnitude
b.
angular velocity with constant magnitude
c.
constant angular momentum but varying angular velocity
d.
varying angular momentum with varying angular velocity
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Q28 mcq
Consider a spherical pendulum consisting of a particle of mass $m$ which moves under gravity on a smooth sphere of radius $a$. In terms of spherical polar angles $\theta, \phi$, with $\theta$ measured up from the downward vertical, the Lagrangian is given by
a.
$ma \left[\frac{a}{2} (\dot{\theta}^2 + \dot{\phi}^2 \sin^2 \theta) - g\cos\theta\right]$
b.
$ma \left[\frac{a}{2} (\dot{\theta}^2 + \dot{\phi}^2 \sin^2 \theta) + g\cos\theta\right]$
c.
$ma \left[\frac{a}{2} (\dot{\theta}^2 + \dot{\phi}^2 \cos^2 \theta) + g\sin\theta\right]$
d.
$ma \left[\frac{a}{2} (\dot{\theta}^2 + \dot{\phi}^2 \cos^2 \theta) - g\sin\theta\right]$
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Q29 mcq
A box contains 40 numbered red balls and 60 numbered black balls. From the box, balls are drawn one by one at random without replacement till all the balls are drawn. The probability that the last ball drawn is black equals
a.
$1/100$
b.
$1/60$
c.
$3/5$
d.
$2/3$
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Q30 mcq
$X_1, X_2, \dots$ are independent identically distributed random variables having common density $f$. Assume $f(x) = f(-x)$ for all $x \in \mathbb{R}$. Which of the following statements is correct
a.
$\frac{1}{n}(X_1 + \dots + X_n) \to 0$ in probability
b.
$\frac{1}{n}(X_1 + \dots + X_n) \to 0$ almost surely
c.
$P\left(\frac{1}{\sqrt{n}}(X_1 + \dots + X_n) < 0\right) \to \frac{1}{2}$
d.
$\sum_{i=1}^n X_i$ has the same distribution as $\sum_{i=1}^n (-1)^i X_i$
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Q31 mcq
Let $N_t$ denote the number of accidents up to time $t$. Assume that $\{N_t\}$ is a Poisson process with intensity $2$. Given that there are exactly $5$ accidents during the time period $[20, 30]$, what is the conditional probability that there is exactly one accident during the time period $[15, 25]$?
a.
$\frac{15}{32} e^{-10}$
b.
$20e^{-20}$
c.
$\frac{10^5}{5!} e^{-30}$
d.
$\frac{1}{5}$
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Q32 mcq
$X$ and $Y$ are independent random variables each having the density $$f(t) = \frac{1}{\pi} \frac{1}{1+t^2}, -\infty < t < \infty.$$ Then the density function of $\frac{X+Y}{3}$ for $-\infty < t < \infty$ is given by
a.
$\frac{6}{\pi} \frac{1}{4+9t^2}$
b.
$\frac{6}{\pi} \frac{1}{9+4t^2}$
c.
$\frac{3}{\pi} \frac{1}{1+9t^2}$
d.
$\frac{3}{\pi} \frac{1}{9+t^2}$
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Q33 mcq
Suppose $\{X_1, \dots, X_n\}, n \geq 2$, is a random sample from the distribution with probability density function $$f(x; \theta) = \begin{cases} \frac{\theta^\theta}{\Gamma(\theta)} x^{\theta-1} e^{-x\theta} & ; x > 0 \\ 0 & ; x \leq 0 \end{cases}$$ with $\theta > 0$. Then the method of moments estimator of $\theta$
a.
does not exist
b.
is $\frac{n}{\sum_{i=1}^n (x_i - 1)^2}$
c.
is $\frac{n}{\sum_{i=1}^n (X_i - \bar{X})^2}$
d.
is $\frac{n-1}{\sum_{i=1}^n (X_i - 1)^2}$
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Q34 mcq
Let $X_1, X_2, \dots, X_n$ for $n \geq 5$ be a random sample from the distribution with probability density function $$f(x; \theta) = \begin{cases} e^{-(x-\theta)} & \text{if } x > \theta \\ 0 & \text{otherwise} \end{cases}$$ for $\theta > 0$. The confidence coefficient of the confidence interval $$\left[ \min\{X_1, \dots, X_n\} - \frac{\ln 4}{n}, \min\{X_1, \dots, X_n\} + \frac{\ln 2}{n} \right]$$ for $\theta$, is
a.
$0.5$
b.
$0.75$
c.
$0.95$
d.
$1 - \frac{1}{2^n}$
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Q55 mcq
Let $X$ be a random sample from an exponential distribution with mean $1/\lambda$. If $\lambda$ has a prior distribution with probability density function $g(\lambda) = \begin{cases} \lambda e^{-\lambda} & ; \lambda > 0 \\ 0 & \lambda \le 0 \end{cases}$ then the Bayes estimator of $1/\lambda$ with respect to the squared error loss function is
a.
$\frac{2}{X + 1}$
b.
$\frac{1}{X}$
c.
$X$
d.
$\frac{X + 1}{2}$
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Q56 mcq
Consider the linear statistical model $$y_{ij} = \mu + \tau_i + \varepsilon_{ij}; i = 1, 2, \dots, a; j = 1, 2, \dots, n$$ where $\mu$ is unknown, $\tau_i$ are independently and identically distributed as $N(0, \sigma_\tau^2)$, independently and identically $\varepsilon_{ij}$ are distributed as $N(0, \sigma^2)$, $\tau_i$ and $\tau_{ij}$ are independent for all $i$ and $j$. Note that $\tau_i$ is the $i^{\text{th}}$ treatment effect. Suppose $\text{SS}_{\text{total}}, \text{SS}_{\text{treatment}}, \text{SS}_{\text{error}}$ are total sum of squares, total treatment sum of squares and error sum of squares, respectively. To test : $H_0 : \sigma_\tau^2 = 0 \text{ vs } H_A : \sigma_\tau^2 > 0$ which of the following statements is not true ?
a.
The sum of squares identity is $\text{SS}_{\text{total}} + \text{SS}_{\text{treatment}} + \text{SS}_{\text{error}}$
b.
$\text{SS}_{\text{error}} \sim \sigma^2 x^2 n(a - 1)$
c.
under $H_0$, $\frac{\frac{\text{SS}_{\text{treatment}}}{a - 1}}{\frac{\text{SS}_{\text{error}}}{n(a - 1)}} \sim F_{a - 1, n(a - 1)}$
d.
$E(\text{SS}_{\text{error}}) = n(a - 1)(\sigma^2 + n\sigma_\tau^2)$
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Q57 mcq
Suppose $(X_1, X_2)$ follows a bivariate normal distribution with $E(X_1) = E(X_2) = 0$, $V(X_1) = V(X_2) = 2$ and $\text{Cov}(X_1, X_2) = -1$. If $\phi(x) = \frac{1}{\sqrt{2\pi}} \int_{-\infty}^x e^{-\frac{y^2}{2}} dy$ then $P[X_1 - X_2 > 6]$ is equal to
a.
$\phi(-1)$
b.
$\phi(-3)$
c.
$\phi(\sqrt{6})$
d.
$\phi(-\sqrt{6})$
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Q58 mcq
Consider the problem of drawing a sample of size 2 from a finite population of size 20. The sampling is done with replacement using probability proportional to size sampling scheme. The normed size measures $P_1, \dots, P_{20}$ are given by $p_i = \frac{1}{40}, i = 1, \dots, 10$, $p_i = \frac{3}{40}, i = 11, \dots, 20$. The expected number of distinct units drawn is
a.
$\frac{83}{80}$
b.
$\frac{157}{80}$
c.
$\frac{17}{16}$
d.
$\frac{31}{16}$
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Q59 mcq
If we interchange two columns of a Latin square design (LSD), then the new design is
a.
an LSD
b.
a completely randomised design (CRD) but not an LSD
c.
a randomised block design (RBD) but not an LSD
d.
a balanced incomplete block design (BIBD) but not an LSD
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Q60 mcq
Consider the LPP Minimize $c^t x$ subject to $Ax = b$, $x \ge 0$, where $A = \begin{bmatrix} 1 & 1 & 3 & 1 & 2 \\ 0 & -1 & -2 & -3 & 1 \end{bmatrix}$, $b = \begin{bmatrix} 2 \\ -1 \end{bmatrix}$, $c = (2, -1, 1, -9, 0)^t$ and $x = (X_1, X_2, X_3, X_4, X_5)^t$. Using the revised simplex method with current basis as $\begin{bmatrix} 1 & 1 \\ 0 & -1 \end{bmatrix}$, which of the following statements is correct?
a.
The next entering variable is $x_5$
b.
The solution corresponding to the current basis is optimal
c.
The next entering variable is $x_4$
d.
The next entering variable is $x_3$
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Q61 mcq
Let $\alpha = 0.10110111011110...$ be a given real number written in base $10$, that is, the $n$-th digit of $\alpha$ is $1$, unless $n$ is of the form $\frac{k(k + 1)}{2} - 1$ in which case it is $0$. Choose all the correct statements from below
a.
$\alpha$ is a rational number
b.
$\alpha$ is an irrational number
c.
For every integer $q \ge 2$, there exists an integer $r \ge 1$ such that $\frac{r}{q} < \alpha < \frac{r + 1}{q}$
d.
$\alpha$ has no periodic decimal expansion
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Q62 mcq
For $a, b \in \mathbb{N}$, consider the sequence $$d_n = \frac{\begin{pmatrix} n \\ a \end{pmatrix}}{\begin{pmatrix} n \\ b \end{pmatrix}}$$ for $n > a, b$. Which of the following statements are true? As $n \to \infty$,
a.
$\{d_n\}$ converges for all values of $a$ and $b$
b.
$\{d_n\}$ converges if $a < b$
c.
$\{d_n\}$ converges if $a = b$
d.
$\{d_n\}$ converges if $a > b$
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Q63 mcq
Let $\{a_n\}$ be a sequence of real numbers satisfying $\sum_{n=1}^\infty |a_n - a_{n-1}| < \infty$. Then the series $\sum_{n=0}^\infty a_n x^n, x \in \mathbb{R}$ is convergent
a.
nowhere on $\mathbb{R}$
b.
everywhere on $\mathbb{R}$
c.
on some set containing $(-1, 1)$
d.
only on $(-1, 1)$
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Q64 mcq
Let $f(x) = \tan^{-1} x$, $x \in \mathbb{R}$. Then
a.
there exists a polynomial $p(x)$ satisfying $p(x) f'(x) = 1$, for all $x$
b.
$f^{(n)}(0) = 0$ for all positive even integers $n$
c.
the sequence $\{f^{(n)}(0)\}$ is unbounded
d.
$f^{(n)}(0) = 0$ for all $n$
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Q65 mcq
Let $f_n(x) = \frac{1}{1 + n^2 x^2}$ for $n \in \mathbb{N}, x \in \mathbb{R}$. Which of the following are true ?
a.
$f_n$ converges pointwise on $[0, 1]$ to a continuous function
b.
$f_n$ converges uniformly on $[0, 1]$
c.
$f_n$ converges uniformly on $\left[\frac{1}{2}, 1\right]$
d.
$\lim_{n \to \infty} \int_0^1 f_n(x) \, dx = \int_0^1 \left( \lim_{n \to \infty} f_n(x) \right) dx$
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Q66 mcq
If $\lambda_n = \int_0^1 \frac{dt}{(1+t)^n}$ for $n \in \mathbb{N}$, then
a.
$\lambda_n$ does not exist for some $n$
b.
$\lambda_n$ exists for every $n$ and the sequence is unbounded
c.
$\lambda_n$ exists for every $n$ and the sequence is bounded
d.
$\lim_{n \to \infty} (\lambda_n)^{1/n} = 1$
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Q70 mcq
Consider the vector space $V$ of real polynomials of degree less than or equal to $n$. Fix distinct real numbers $a_0, a_1, \dots, a_k$. For $p \in V$, $\max \left\{\left|p(a_j)\right| : 0 \le j \le k\right\}$ defines a norm on $V$
a.
only if $k < n$
b.
only if $k \ge n$
c.
if $k + 1 \le n$
d.
if $k \ge n + 1$
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Q71 mcq
Let $V$ be the vector space of polynomials of degree at most $3$ in a variable $x$ with coefficients in $\mathbb{R}$. Let $T = d/dx$ be the linear transformation of $V$ to itself given by differentiation. Which of the following are correct?
a.
$T$ is invertible
b.
$0$ is an eigenvalue of $T$
c.
There is a basis with respect to which the matrix of $T$ is nilpotent.
d.
The matrix of $T$ with respect to the basis $\{1, 1 + x, 1 + x + x^2, 1 + x + x^2 + x^3\}$ is diagonal
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Q72 mcq
Let $m, n, r$ be natural numbers. Let $A$ be an $m \times n$ matrix with real entries such that $(AA')^r = I$, where $I$ is the $m \times m$ identity matrix and $A'$ is the transpose of the matrix $A$. We can conclude that
a.
$m = n$
b.
$AA'$ is invertible
c.
$A'A$ is invertible
d.
if $m = n$, then $A$ is invertible
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Q73 mcq
Let $A$ be an $n \times n$ real matrix with $A^2 = A$. Then
a.
the eigenvalues of $A$ are either $0$ or $1$
b.
$A$ is a diagonal matrix with diagonal entries $0$ or $1$
c.
$\operatorname{rank}(A) = \operatorname{trace}(A)$
d.
$\operatorname{rank}(I - A) = \operatorname{trace}(I - A)$
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Q74 mcq
For any $n \times n$ matrix $B$, let $N(B) = \{X \in \mathbb{R}^n : BX = 0\}$ be the null space of $B$. Let $A$ be a $4 \times 4$ matrix with $\dim(N(A - 2I)) = 2$, $\dim(N(A - 4I)) = 1$ and $\operatorname{rank}(A) = 3$. Then
a.
$0, 2$ and $4$ are eigenvalues of $A$
b.
$\operatorname{determinant}(A) = 0$
c.
$A$ is not diagonalizable
d.
$\operatorname{trace}(A) = 8$
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Q75 mcq
Which of the following $3 \times 3$ matrices are diagonalizable over $\mathbb{R}$?
a.
$\begin{bmatrix} 1 & 2 & 3 \\ 0 & 4 & 5 \\ 0 & 0 & 6 \end{bmatrix}$
b.
$\begin{bmatrix} 0 & 1 & 0 \\ -1 & 0 & 0 \\ 0 & 0 & 1 \end{bmatrix}$
c.
$\begin{bmatrix} 1 & 2 & 3 \\ 2 & 1 & 4 \\ 3 & 4 & 1 \end{bmatrix}$
d.
$\begin{bmatrix} 0 & 1 & 2 \\ 0 & 0 & 1 \\ 0 & 0 & 0 \end{bmatrix}$
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Q76 mcq
Let $H$ be a real Hilbert space and $M \subseteq H$ be a closed linear subspace. Let $x_0 \in H \setminus M$. Let $y_0 \in M$ be such that $$\|x_0 - y_0\| = \inf \{\|x_0 - y\| : y \in M\}$$ Then
a.
such a $y_0$ is unique
b.
$x_0 \perp M$
c.
$y_0 \perp M$
d.
$x_0 - y_0 \perp M$
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Q77 mcq
The equation $11^x + 13^x + 17^x - 19x = 0$ has
a.
no real root
b.
only one real root
c.
exactly two real roots
d.
more than two real roots
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Q77 mcq
Let $A = \begin{bmatrix} 3 & 1 & 2 \\ 1 & 2 & 3 \\ 2 & 3 & 1 \end{bmatrix}$ and $Q(X) = X'AX$ for $X \in \mathbb{R}^3$. Then
a.
$A$ has exactly two positive eigenvalues
b.
all the eigenvalues of $A$ are positive
c.
$Q(X) \ge 0$ for all $X \in \mathbb{R}^3$
d.
$Q(X) < 0$ for some $X \in \mathbb{R}^3$
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Q78 mcq
Suppose that $f : \mathbb{R}^n \to \mathbb{R}$ is given by $$f(\underline{x}) = a_1 x_1^2 + a_2 x_2^2 + \dots + a_n x_n^2,$$ where $\underline{x} = (x_1, x_2, \dots, x_n)$ and at least one $a_j$ is not zero. Then we can conclude that
a.
$f$ is not everywhere differentiable
b.
the gradient $(\nabla f)(\underline{x}) \neq 0$ for every $\underline{x} \in \mathbb{R}^n$
c.
if $\underline{x} \in \mathbb{R}^n$ is such that $(\nabla f)(\underline{x}) = 0$ then $f(\underline{x}) = 0$
d.
if $\underline{x} \in \mathbb{R}^n$ is such that $f(\underline{x}) = 0$ then $(\nabla f)(\underline{x}) = 0$
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Q78 mcq
Consider the matrix $$A(x) = \begin{pmatrix} 1+x^2 & 7 & 11 \\ 3x & 2x & 4 \\ 8x & 17 & 13 \end{pmatrix}; x \in \mathbb{R}.$$ Then
a.
$A(x)$ has eigenvalue $0$ for some $x \in \mathbb{R}$
b.
$0$ is not an eigenvalue of $A(x)$ for any $x \in \mathbb{R}$
c.
$A(x)$ has eigenvalue $0$ for all $x \in \mathbb{R}$
d.
$A(x)$ is invertible for every $x \in \mathbb{R}$
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Q79 mcq
Let $S$ be the set of $(\alpha, \beta) \in \mathbb{R}^2$ such that $$\frac{x^\alpha y^\beta}{\sqrt{x^2 + y^2}} \to 0 \text{ as } (x, y) \to (0,0)$$ Then $S$ is contained in
a.
$\{(\alpha, \beta): \alpha > 0, \beta > 0\}$
b.
$\{(\alpha, \beta): \alpha > 2, \beta > 2\}$
c.
$\{(\alpha, \beta): \alpha + \beta > 1\}$
d.
$\{(\alpha, \beta): \alpha + 4\beta > 1\}$
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Q79 mcq
Let $f = u + iv$ be an entire function where $u, v$ are the real and imaginary parts of $f$ respectively. If the Jacobian matrix $$J_a = \begin{bmatrix} u_x(a) & u_y(a) \\ v_x(a) & v_y(a) \end{bmatrix}$$ is symmetric for all $a \in \mathbb{C}$, then
a.
$f$ is a polynomial
b.
$f$ is a polynomial of degree $\le 1$
c.
$f$ is necessarily a constant function
d.
$f$ is a polynomial of degree strictly greater than $1$.
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Q80 mcq
Consider the function $f(z) = \frac{\sin (\pi z / 2)}{\sin (\pi z)}$. Then $f$ has poles at
a.
all integers
b.
all even integers
c.
all odd integers
d.
all integers of the form $4k + 1, k \in \mathbb{Z}$
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Q81 mcq
Consider the Mobius transformation $f(z) = \frac{1}{z}$, $z \in \mathbb{C}$, $z \neq 0$. If $C$ denotes a circle with positive radius passing through the origin, then $f$ maps $C \setminus \{0\}$ to
a.
a circle.
b.
a line.
c.
a line passing through the origin.
d.
a line not passing through the origin.
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Q82 mcq
For which among the following functions $f(z)$ defined on $G = \mathbb{C} \setminus \{0\}$, is there no sequence of polynomials approximating $f(z)$ uniformly on compact subsets of $G$?
a.
$\exp(z)$
b.
$1/z$
c.
$z^2$
d.
$1/z^2$
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Q83 mcq
For an integer $n \ge 2$, let $S_n$ be the permutation group on $n$ letters and $A_n$ the alternating group. Let $\mathbb{C}^*$ be the group of non-zero complex numbers under multiplication. Which of the following are correct statements ?
a.
For every integer $n \ge 2$, there is a nontrivial homomorphism $\chi: S_n \to \mathbb{C}^*$.
b.
For every integer $n \ge 2$, there is a unique nontrivial homomorphism $\chi: S_n \to \mathbb{C}^*$.
c.
For every integer $n \ge 3$, there is a nontrivial homomorphism $\chi: A_n \to \mathbb{C}^*$.
d.
For every integer $n \ge 5$, there is no nontrivial homomorphism $\chi: A_n \to \mathbb{C}^*$.
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Q84 mcq
Let $R = \{f : \{1, 2, \dots, 10\} \to \mathbb{Z}_2\}$ be the set of all $\mathbb{Z}_2$-valued functions on the set $\{1, 2, \dots, 10\}$ of the first ten positive integers. Then $R$ is commutative ring with pointwise addition and pointwise multiplication of functions. Which of the following statements are correct?
a.
$R$ has a unique maximal ideal
b.
Every prime ideal of $R$ is also maximal
c.
Number of proper ideals of $R$ is $511$
d.
Every element of $R$ is idempotent
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Q85 mcq
Which of the following rings are principal ideal domains (PID) ?
a.
$\mathbb{Q}[x]$
b.
$\mathbb{Z}[x]$
c.
$(\mathbb{Z}/6\mathbb{Z})[x]$
d.
$(\mathbb{Z}/7\mathbb{Z})[x]$
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Q86 mcq
Let $G$ be a group of order $125$. Which of the following statements are necessarily true ?
a.
$G$ has a non-trivial abelian subgroup
b.
The centre of $G$ is a proper subgroup
c.
The centre of $G$ has order $5$
d.
There is a subgroup of order $25$
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Q87 mcq
Let $R$ be a non-zero ring with identity such that $a^2 = a$ for all $a \in R$. Which of the following statements are true?
a.
There is no such ring
b.
$2a = 0$ for all $a \in R$
c.
$3a = 0$ for all $a \in R$
d.
$\mathbb{Z}/2\mathbb{Z}$ is a subring of $R$
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Q88 mcq
Which of the following polynomials are irreducible in $\mathbb{Z}[x]$ ?
a.
$x^4 + 10x + 5$
b.
$x^3 - 2x + 1$
c.
$x^4 + x^2 + 1$
d.
$x^3 + x + 1$
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Q89 mcq
Let $X$ be any topological space. Let $A \subseteq X$ be nonempty. For $x, y \in A$, define $x \sim y$ if there is a connected subset $C \subseteq A$ such that $x, y \in C$. For $x \in A$, define $C(x) = \{y \in A : y \sim x\}$. Then
a.
$C(x) = C(y) \Rightarrow x = y$
b.
$C(x) = C(y) \Rightarrow x \sim y$
c.
$C(x) \cap C(y) \neq \phi \Rightarrow x \sim y$
d.
$C(x) \cap C(y) \neq \phi \Rightarrow C(x) = C(y)$
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Q90 mcq
Let $X$ be a topological space and $Y$ a subset of $X$. Write $i: Y \to X$ for the inclusion map. Choose the correct statement(s):
a.
If $Y$ has the subspace topology, then $i$ is continuous
b.
If $i$ is continuous, then $Y$ has the subspace topology
c.
If $Y$ is an open subset of $X$, then $i(U)$ is open in $X$ for all subsets $U \subseteq Y$ that are open in the subspace topology on $Y$
d.
If $Y$ is a compact subset of $X$, then $i(U)$ is open in $X$ for all subsets $U \subseteq Y$ that are open in the subspace topology on $Y$
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Q91 mcq
Consider the solution of the ordinary differential equation $y'(t) = -y^3 + y^2 + y$ subject to $y(0) = y_0 \in (0, 2)$. Then $\lim_{t \to \infty} y(t)$ belongs to
a.
$\{-1, 0\}$
b.
$\{-1, 2\}$
c.
$\{0, 2\}$
d.
$\{0, +\infty\}$
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Q92 mcq
If the solution to $$\begin{cases} \frac{du}{dx} = y^2 + x^2 &, x > 0 \\ y(0) = 2 \end{cases}$$ exists in the interval $[0, L_0)$ and the maximal interval of existence of $$\begin{cases} \frac{dz}{dx} = z^2 &, x > 0 \\ z(0) = 1 \end{cases}$$ is $[0, L_1)$, then which of the following statements are correct
a.
$L_1 = 1, L_0 > 1$
b.
$L_1 = 1, L_0 \le 1$
c.
$L_1 < 2, L_0 \le 1$
d.
$L_1 > 2, L_0 < 1$
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Q93 mcq
Consider the partial differential equation $$x \frac{\partial u}{\partial x} + yu \frac{\partial u}{\partial y} = -xy \text{ for } x > 0 \text{ subject to } u = 5 \text{ on } xy = 1 \text{. Then}$$
a.
$u(x, y)$ exists when $xy \le 19$ and $u(x, y) = u(y, x)$ for $x > 0, y > 0$
b.
$u(x, y)$ exists when $xy \ge 19$ and $u(x, y) = u(y, x)$ for $x > 0, y > 0$
c.
$u(1, 11) = 3, u(13, -1) = 7$
d.
$u(1, -1) = 5, u(11, 1) = -5$
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Q94 mcq
If a complete integral of the partial differential equation $$x(p^2 + q^2) = zp; p = \frac{\partial z}{\partial x}, q = \frac{\partial z}{\partial y}$$ passes through the curve $x = 0, z^2 = 4y$, then the envelope of this family passing through $x = 1$ and $y = 1$ has
a.
$z = -2$
b.
$z = 2$
c.
$z = \sqrt{2 + 2\sqrt{2}}$
d.
$z = -\sqrt{2 + 2\sqrt{2}}$
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Q95 mcq
For a differentiable function $f: \mathbb{R} \to \mathbb{R}$ define the difference quotient $$(D_x f)(h) = \frac{f(x+h)-f(x)}{h}; h > 0$$ Consider numbers of the form $\hat{h} = h(1+\epsilon)$ for a fixed $\epsilon > 0$ and let $$e_1(h) = f'(x) - (D_x f)(h),$$ $$e_2(h) = (D_x f)(h) - (D_x f)(\hat{h})$$ $$e(h) = e_1(h) + e_2(h)$$ if $f(x+h) = f(x+h)$, then
a.
$e_1(h) \to 0$ as $h \to 0$
b.
$e_2(h) \to 0$ as $h \to 0$
c.
$e_2(h) \to \epsilon f'(x)/(1+\epsilon)$ as $h \to 0$
d.
$e(h) \to 0$ as $h \to 0$
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Q96 mcq
Let $y_n$ satisfy $y_n = y_{n-1} + hy_{n-1}$ with $y_0 = 1 (n = 1, 2, \dots, N)$ and for $0 < h < 1, Nh = 1$. Then
a.
$y_N \to e$ as $N \to \infty$
b.
$y_N \to e^h$ as $N \to \infty$
c.
$y_n = (1+h)^n$
d.
$y_n \ge 1$
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Q97 mcq
Let $y(x)$ be the solution of the integral equation $y(x) = x - \int_0^x xt^2 y(t)\,dt,\; x > 0$. Then the value of the function $y(x)$ at $x = \sqrt{2}$ is equal to
a.
$\frac{1}{\sqrt{2e}}$
b.
$\frac{e}{2}$
c.
$\frac{\sqrt{2}}{e^2}$
d.
$\frac{\sqrt{2}}{e}$
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Q98 mcq
The solutions for $\lambda = -1$ and $\lambda = 3$ of the integral equation $y(x) = 1 + \lambda \int_0^1 K(x,t) y(t)\,dt$, where $K(x,t) = \begin{cases} \cosh x \sinh t &, 0 \le x \le t \\ \cosh t \sinh x &, t \le x \le 1 \end{cases}$ are, respectively,
a.
$-\frac{x^2}{2} + \frac{3}{2} - \tanh 1$ and $\frac{1}{4}\left(\frac{3\cos 2x}{\cos 2 - 2\sin 2\tanh 1} + 1\right)$
b.
$-\frac{x^2}{2} + \frac{3}{2} - \tanh 1$ and $\frac{1}{4}\left(\frac{3\cosh 2x}{\cosh 2 - 2\sinh 2\tanh 1} + 1\right)$
c.
$\frac{x^2}{2} + \frac{3}{2} - \tanh 1$ and $\frac{1}{4}\left(\frac{3\cosh 2x}{\cosh 2 - 2\sinh 2\tanh 1} - 1\right)$
d.
$\frac{x^2}{2} + \frac{3}{2} - \tanh 1$ and $\frac{1}{4}\left(\frac{3\cos 2x}{\cos 2 - 2\sin 2\tanh 1} - 1\right)$
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