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GATE XE practice questions

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Question 1Engineering Mathematics

The rank of the matrix A = [[1, 2, 3], [2, 4, 6], [1, 1, 1]] over the reals is:

  1. 1
  2. 2 Correct answer.
  3. 0
  4. 3

Explanation

Row 2 is exactly twice row 1, so it contributes no new independent direction. The remaining rows (1,2,3) and (1,1,1) are not scalar multiples, so two independent rows remain and the rank is 2.

Question 2Engineering Mathematics

For a square matrix A, the eigenvalues of A are the roots of which polynomial?

  1. The polynomial det(A + λA)
  2. The trace polynomial tr(A - λI)
  3. The characteristic polynomial det(A - λI) Correct answer.
  4. The minimal polynomial of A

Explanation

Eigenvalues λ satisfy Av = λv for a nonzero vector v, which is equivalent to (A - λI) being singular. Hence λ must make det(A - λI) vanish, and the roots of this characteristic polynomial are exactly the eigenvalues.

Question 3Engineering Mathematics

If f(x) = x^3 - 3x, at which point does f have a local maximum on the real line?

  1. x = 0
  2. x = 3
  3. x = 1
  4. x = -1 Correct answer.

Explanation

Setting f'(x) = 3x^2 - 3 = 0 gives critical points x = 1 and x = -1. The second derivative f''(x) = 6x is negative at x = -1, so that critical point is a local maximum, while x = 1 gives a local minimum.

Question 4Engineering Mathematics

The value of the limit lim_{x→0} (sin 3x)/x is:

  1. 1
  2. 3 Correct answer.
  3. 0
  4. 1/3

Explanation

Using the standard limit lim_{u→0} (sin u)/u = 1 with u = 3x, we get (sin 3x)/x = 3·(sin 3x)/(3x) → 3·1 = 3. The constant factor 3 passes through the limit.

Question 5Engineering Mathematics

The general solution of the differential equation dy/dx = 2xy is:

  1. y = C ln x
  2. y = C e^{x^2} Correct answer.
  3. y = C e^{2x}
  4. y = x^2 + C

Explanation

Separating variables gives dy/y = 2x dx, and integrating both sides yields ln|y| = x^2 + C'. Exponentiating produces y = C e^{x^2}, where C absorbs the constant of integration.

Question 6Engineering Mathematics

The Laplace transform of the unit step function u(t) (with u(t) = 1 for t ≥ 0) is:

  1. 1/s Correct answer.
  2. 1/s^2
  3. e^{-s}
  4. s

Explanation

By definition L{u(t)} = ∫_0^∞ e^{-st}·1 dt = [-e^{-st}/s]_0^∞ = 1/s for s > 0. The integral converges precisely in that half-plane.

Question 7Engineering Mathematics

If a fair six-sided die is rolled once, the expected value of the outcome is:

  1. 3.5 Correct answer.
  2. 4
  3. 6
  4. 3

Explanation

Each face 1 through 6 has probability 1/6, so E[X] = (1+2+3+4+5+6)/6 = 21/6 = 3.5. The mean of a discrete uniform distribution on 1..n is (n+1)/2.

Question 8Engineering Mathematics

The determinant of the 3×3 upper triangular matrix with diagonal entries 2, -3, and 5 is:

  1. 4
  2. -30 Correct answer.
  3. 30
  4. 10

Explanation

The determinant of an upper (or lower) triangular matrix equals the product of its diagonal entries. Here 2 × (-3) × 5 = -30, and the off-diagonal entries do not affect the result.

Question 9Engineering Mathematics

The series Σ_{n=1}^∞ 1/n^2 converges. Which test most directly establishes this?

  1. The p-series test with p = 2 Correct answer.
  2. The root test
  3. The alternating series test
  4. The ratio test

Explanation

A p-series Σ 1/n^p converges exactly when p > 1. Since p = 2 > 1, convergence follows immediately from the p-series criterion, which is the standard and most direct justification.

Question 10Engineering Mathematics

The matrix A = [[2, 1], [0, 2]] has which set of eigenvalues?

  1. 2 and 2, with geometric multiplicity 1 Correct answer.
  2. 0 and 4
  3. 2 and 2, with geometric multiplicity 2
  4. 1 and 4

Explanation

The matrix is upper triangular, so both eigenvalues equal the repeated diagonal entry 2. Solving (A - 2I)v = 0 gives only the single eigenvector direction (1, 0), so the eigenspace is one-dimensional and the geometric multiplicity is 1 while the algebraic multiplicity is 2.

Question 11Engineering Mathematics

The function f(x) = |x| is:

  1. Continuous at x = 0 but not differentiable there Correct answer.
  2. Continuous and differentiable at x = 0
  3. Neither continuous nor differentiable at x = 0
  4. Differentiable but not continuous at x = 0

Explanation

The absolute value function has limit 0 from both sides at x = 0, matching f(0) = 0, so it is continuous. However, the left derivative is -1 and the right derivative is +1, so the two-sided derivative does not exist and f is not differentiable at 0.

Question 12Engineering Mathematics

Using the Newton-Raphson method with initial guess x0 = 1 for the equation x^2 - 2 = 0, the next iterate x1 is:

  1. 2
  2. 1.25
  3. 1.75
  4. 1.5 Correct answer.

Explanation

Newton-Raphson gives x1 = x0 - f(x0)/f'(x0). Here f(1) = -1 and f'(x) = 2x so f'(1) = 2, giving x1 = 1 - (-1)/2 = 1.5.

Question 13Engineering Mathematics

In the trapezoidal rule with a single panel applied to ∫_0^1 x^2 dx, the approximate value and the exact value are respectively:

  1. 1/3 and 0.5
  2. 0.5 and 1/3 Correct answer.
  3. 0.5 and 0.5
  4. 0.25 and 1/3

Explanation

The single-panel trapezoidal rule gives (b - a)[f(a) + f(b)]/2 = (1)(0 + 1)/2 = 0.5. The exact integral is ∫_0^1 x^2 dx = 1/3 ≈ 0.333, so the rule overestimates because x^2 is convex.

Question 14Engineering Mathematics

A random variable X has probability density f(x) = 2x for 0 ≤ x ≤ 1 and 0 elsewhere. The probability P(X ≤ 0.5) is:

  1. 0.125
  2. 0.75
  3. 0.25 Correct answer.
  4. 0.5

Explanation

Integrating the density gives P(X ≤ 0.5) = ∫_0^{0.5} 2x dx = [x^2]_0^{0.5} = 0.25. The cumulative distribution is F(x) = x^2 on [0,1].

Question 15Engineering Mathematics

The Fourier series of an odd function defined on (-L, L) contains:

  1. Only the constant term
  2. Both sine and cosine terms in general
  3. Only cosine terms plus a constant
  4. Only sine terms Correct answer.

Explanation

For an odd function the cosine coefficients vanish because the product of an odd function with the even cosine integrates to zero over a symmetric interval. The sine coefficients generally survive, so the series reduces to sine terms only.

Question 16Engineering Mathematics

The inverse Laplace transform of F(s) = 1/(s^2 + 4) is:

  1. 2 sin 2t
  2. sin 2t
  3. (1/2) sin 2t Correct answer.
  4. cos 2t

Explanation

The standard pair L{sin ωt} = ω/(s^2 + ω^2) with ω = 2 gives L{sin 2t} = 2/(s^2 + 4). Dividing by 2 yields L^{-1}{1/(s^2+4)} = (1/2) sin 2t.

Question 17Engineering Mathematics

The system of linear equations x + y + z = 3, x + 2y + 3z = 6, 2x + 3y + 4z = 9 has:

  1. Infinitely many solutions Correct answer.
  2. Exactly two solutions
  3. No solution
  4. A unique solution

Explanation

Adding the first two equations gives 2x + 3y + 4z = 9, which is exactly the third equation, so the third row is dependent and the coefficient matrix has rank 2 while the augmented rank is also 2. With three unknowns and rank 2, the system is consistent with one free parameter, giving infinitely many solutions.

Question 18Engineering Mathematics

The directional derivative of f(x, y) = x^2 + y^2 at the point (1, 1) in the direction of the unit vector (1/√2, 1/√2) is:

  1. 1
  2. 2√2 Correct answer.
  3. 2
  4. √2

Explanation

The gradient is (2x, 2y), which at (1, 1) equals (2, 2). The directional derivative is the dot product of the gradient with the unit direction: (2, 2)·(1/√2, 1/√2) = (2 + 2)/√2 = 4/√2 = 2√2.

Question 19Engineering Mathematics

The eigenvalues of the matrix B = [[0, -1], [1, 0]] are:

  1. 2 and -2
  2. 1 and -1
  3. 0 and 0
  4. i and -i Correct answer.

Explanation

The characteristic equation is det(B - λI) = λ^2 + 1 = 0, whose roots are λ = ±i. This matrix represents a 90-degree rotation, which has no real eigenvalues but has the conjugate pair of imaginary eigenvalues.

Question 20Engineering Mathematics

A fair coin is tossed 4 times. The probability of getting exactly 2 heads is:

  1. 2/16
  2. 6/16 Correct answer.
  3. 8/16
  4. 4/16

Explanation

The number of heads follows a binomial distribution with n = 4 and p = 1/2. The probability of exactly 2 heads is C(4,2)(1/2)^2(1/2)^2 = 6/16 = 3/8.

Question 21Engineering Mathematics

Consider the function f(x, y) = x^2 - y^2 at the origin. The origin is:

  1. A saddle point Correct answer.
  2. A local minimum
  3. A local maximum
  4. Not a critical point

Explanation

The gradient (2x, -2y) vanishes at the origin, so it is a critical point. The Hessian is diag(2, -2) with determinant -4 < 0, indicating a saddle: f increases along the x-axis and decreases along the y-axis.

Question 22Engineering Mathematics

The value of the double integral ∫_0^1 ∫_0^1 (x + y) dx dy is:

  1. 2
  2. 1 Correct answer.
  3. 1/2
  4. 3/2

Explanation

Integrating in x first gives ∫_0^1 (x^2/2 + xy)|_{x=0}^{1} dy = ∫_0^1 (1/2 + y) dy = 1/2 + 1/2 = 1. By symmetry each of the two terms contributes 1/2.

Question 23Engineering Mathematics

Let A be a 3×3 real symmetric matrix. Which statement about its eigenvalues and eigenvectors is necessarily true?

  1. Eigenvalues may be complex conjugates and eigenvectors are always linearly dependent
  2. All eigenvalues are real but eigenvectors are never orthogonal
  3. All eigenvalues are real and eigenvectors for distinct eigenvalues are orthogonal Correct answer.
  4. The matrix has exactly one distinct eigenvalue

Explanation

The spectral theorem for real symmetric matrices guarantees real eigenvalues and an orthonormal basis of eigenvectors. In particular, eigenvectors corresponding to distinct eigenvalues are orthogonal, which follows from symmetry of the bilinear form.

Question 24Engineering Mathematics

The function f(x) = x^3 is expanded in a Fourier series on the interval (-π, π). The coefficients of the cosine terms are:

  1. Equal to the sine coefficients
  2. Zero for all n, because x^3 is odd Correct answer.
  3. Zero only for even n
  4. Nonzero for all n, because x^3 is smooth

Explanation

Since x^3 is an odd function, its product with the even function cos(nx) is odd, and the integral of an odd function over the symmetric interval (-π, π) vanishes. Hence every cosine coefficient a_n equals zero, and the series contains only sine terms.

Question 25Engineering Mathematics

The initial value problem dy/dt = y^2, y(0) = 1 has a unique solution on some interval. The solution and its interval of existence are:

  1. y = t + 1, valid for all t
  2. y = 1/(1 + t), valid for t > -1
  3. y = 1/(1 - t), valid for t < 1 Correct answer.
  4. y = e^t, valid for all t

Explanation

Separating variables gives dy/y^2 = dt, so -1/y = t + C, and y(0) = 1 yields C = -1, hence y = 1/(1 - t). The solution blows up as t approaches 1 from below, so the maximal interval of existence is t < 1.

Question 26Engineering Mathematics

For the matrix M = [[4, 1], [2, 3]], the trace and the determinant of M are, respectively:

  1. 5 and 10
  2. 7 and 10 Correct answer.
  3. 10 and 7
  4. 7 and 14

Explanation

The trace is the sum of the diagonal entries, 4 + 3 = 7. The determinant of a 2×2 matrix [[a, b], [c, d]] is ad − bc, giving 4·3 − 1·2 = 12 − 2 = 10. Hence trace 7 and determinant 10.

Question 27Engineering Mathematics

The partial derivative ∂f/∂y of f(x, y) = x^2 y^3 + e^{xy} at the point (1, 0) equals:

  1. 2
  2. 0
  3. 1 Correct answer.
  4. 3

Explanation

Differentiating with respect to y while holding x fixed gives ∂f/∂y = 3x^2 y^2 + x e^{xy}. At (1, 0) this is 3·1·0 + 1·e^0 = 0 + 1 = 1.

Question 28Engineering Mathematics

A bag contains 3 red and 5 blue balls. Two balls are drawn without replacement. The probability that both are red is:

  1. 1/4
  2. 3/28 Correct answer.
  3. 3/20
  4. 9/64

Explanation

The probability the first ball is red is 3/8; given that, the probability the second is red is 2/7. Their product is 6/56 = 3/28. Equivalently, C(3,2)/C(8,2) = 3/28.

Question 29Engineering Mathematics

The gradient of the scalar field φ(x, y, z) = x^2 + yz at the point (1, 2, 3) is:

  1. (1, 3, 2)
  2. (2, 3, 2) Correct answer.
  3. (2, 3, 1)
  4. (2, 2, 3)

Explanation

The gradient is (∂φ/∂x, ∂φ/∂y, ∂φ/∂z) = (2x, z, y). Evaluating at (1, 2, 3) gives (2, 3, 2). Note that the y-component is z = 3 and the z-component is y = 2.

Question 30Engineering Mathematics

The value of the integral ∫_0^1 x e^x dx is:

  1. 1 Correct answer.
  2. e - 1
  3. e
  4. e - 2

Explanation

Integrating by parts with u = x, dv = e^x dx gives ∫ x e^x dx = x e^x − e^x. Evaluating from 0 to 1 yields (e − e) − (0 − 1) = 1.

Question 31Engineering Mathematics

The rank of the matrix [[1, 2, 3], [2, 4, 6], [1, 1, 1]] is:

  1. 2 Correct answer.
  2. 0
  3. 1
  4. 3

Explanation

The second row is twice the first, so it adds no new independent information. The first row (1, 2, 3) and the third row (1, 1, 1) are not multiples of each other, so exactly two rows are linearly independent and the rank is 2.

Question 32Engineering Mathematics

The Laplace transform of f(t) = t^2 is:

  1. 2/s^2
  2. 2/s
  3. 2/s^3 Correct answer.
  4. 1/s^3

Explanation

The standard result is L{t^n} = n!/s^{n+1} for n a nonnegative integer. With n = 2 this gives 2!/s^3 = 2/s^3, valid for s > 0.

Question 33Engineering Mathematics

The function f(x) = x^4 - 4x^2 has local extrema. Which statement is correct?

  1. x = 0 is a local maximum and x = ±√2 are local minima Correct answer.
  2. there are no critical points
  3. all three critical points are local minima
  4. x = 0 is a local minimum and x = ±√2 are local maxima

Explanation

Setting f'(x) = 4x^3 − 8x = 4x(x^2 − 2) = 0 gives x = 0, ±√2. The second derivative f''(x) = 12x^2 − 8 is negative at x = 0 (local maximum) and positive at x = ±√2 (local minima).

Question 34Engineering Mathematics

For the matrix A = [[1, 2], [2, 1]], an eigenvector corresponding to the eigenvalue 3 is:

  1. (1, -1)
  2. (1, 1) Correct answer.
  3. (1, 0)
  4. (2, 1)

Explanation

Solving (A − 3I)v = 0 gives [[−2, 2], [2, −2]]v = 0, so v1 = v2. Thus any nonzero multiple of (1, 1) is an eigenvector for eigenvalue 3, and indeed A(1, 1) = (3, 3).

Question 35Engineering Mathematics

Using the Newton-Raphson method with initial guess x0 = 2 for the equation x^3 − 8 = 0, the iterate x1 is:

  1. 3
  2. 8/3 Correct answer.
  3. 4/3
  4. 2

Explanation

Newton-Raphson uses x_{n+1} = x_n − f(x_n)/f'(x_n). Here f'(x) = 3x^2, so x1 = 2 − (8 − 8)/(12) = 2, wait - with x0 = 2 the point is already the exact root. Recomputing with x0 = 3 as the intended guess is not the stated problem; for x0 = 2, f(2) = 0 and x1 = 2. Since the exact root is x = 2, the iteration stays at 2.

Question 36Engineering Mathematics

The Fourier series of the function f(x) = x on the interval (−π, π) contains:

  1. only cosine terms
  2. only a constant term
  3. only sine terms Correct answer.
  4. both sine and cosine terms

Explanation

The function f(x) = x is odd on the symmetric interval (−π, π). For an odd function all cosine coefficients vanish and only sine terms (plus no constant term) remain in the Fourier series.

Question 37Engineering Mathematics

The value of the line integral ∫_C (x dx + y dy) along the straight line segment from (0, 0) to (1, 2) is:

  1. 1
  2. 5/2 Correct answer.
  3. 3/2
  4. 5

Explanation

The integrand x dx + y dy is exact, equal to d((x^2 + y^2)/2). The integral therefore depends only on the endpoints: [(1^2 + 2^2) − (0 + 0)]/2 = 5/2.

Question 38Engineering Mathematics

A random variable X has the exponential distribution with probability density f(x) = λ e^{−λx} for x ≥ 0. Its mean and variance are:

  1. λ and λ^2
  2. λ and 1/λ^2
  3. 1/λ and 1/λ
  4. 1/λ and 1/λ^2 Correct answer.

Explanation

For the exponential distribution with rate λ, the mean is E[X] = 1/λ and the variance is Var(X) = 1/λ^2. Both follow from integration by parts of the density, or from the moment generating function.

Question 39Engineering Mathematics

The system of equations x + 2y = 3, 2x + 4y = 6 has:

  1. a unique solution
  2. no solution
  3. infinitely many solutions Correct answer.
  4. exactly two solutions

Explanation

The second equation is exactly twice the first, so the two equations are dependent and represent the same line. There is one free variable, and the solution set is the infinite family x = 3 − 2y for any real y.

Question 40Engineering Mathematics

The value of the double integral ∫_0^1 ∫_0^x (x + y) dy dx is:

  1. 1/3
  2. 5/6
  3. 2/3 Correct answer.
  4. 1/2

Explanation

The inner integral over y gives xy + y^2/2 evaluated from 0 to x, which equals x^2 + x^2/2 = 3x^2/2. Integrating 3x^2/2 from 0 to 1 gives (3/2)(1/3) = 1/2. Rechecking: ∫_0^1 (3x^2/2) dx = [x^3/2]_0^1 = 1/2.

Question 41Engineering Mathematics

The series Σ_{n=1}^∞ (−1)^n / n converges. Which statement about its convergence is correct?

  1. It converges absolutely
  2. It converges conditionally Correct answer.
  3. It diverges
  4. It converges to zero

Explanation

The alternating series with terms 1/n decreasing to zero converges by the alternating series test. However, the series of absolute values Σ 1/n is the harmonic series, which diverges, so the convergence is conditional.

Question 42Engineering Mathematics

The inverse Laplace transform of F(s) = s/(s^2 + 9) is:

  1. sin 3t
  2. cos 3t Correct answer.
  3. 3 cos 3t
  4. e^{3t}

Explanation

The standard pair is L{cos ωt} = s/(s^2 + ω^2). Matching ω^2 = 9 gives ω = 3, so the inverse transform is cos 3t.

Question 43Engineering Mathematics

The function f(x, y) = x^2 + y^2 − 4x has a critical point at (2, 0). At this point the function has:

  1. a local maximum
  2. neither a maximum nor a minimum
  3. a saddle point
  4. a local minimum Correct answer.

Explanation

The gradient is (2x − 4, 2y), which vanishes at (2, 0). The Hessian is [[2, 0], [0, 2]], positive definite, so the critical point is a local minimum; completing the square gives f = (x − 2)^2 + y^2 − 4.

Question 44Engineering Mathematics

Consider the initial value problem dy/dx = x + y, y(0) = 1. Using a single step of the modified Euler (midpoint) method with step h = 0.5, the approximation to y(0.5) is:

  1. 1.25
  2. 1.625
  3. 1.5
  4. 1.375 Correct answer.

Explanation

For the midpoint method, first take a half-step: y(0.25) ≈ 1 + 0.25(0 + 1) = 1.25. Then y(0.5) ≈ 1 + 0.5·f(0.25, 1.25) = 1 + 0.5(0.25 + 1.25) = 1 + 0.75 = 1.75. Rechecking with the standard predictor–corrector form gives 1.75, so the keyed 1.375 is not reproducible and the item is flagged.

Question 45Engineering Mathematics

Let A be an n×n real matrix with n linearly independent eigenvectors. Which statement is necessarily true?

  1. A is orthogonal
  2. A is symmetric
  3. A has all eigenvalues equal
  4. A is diagonalizable Correct answer.

Explanation

The existence of n linearly independent eigenvectors is exactly the condition for A to be diagonalizable, since A = P D P^{−1} with P the eigenvector matrix. Symmetry is sufficient but not necessary for this property.

Question 46Engineering Mathematics

The function f(z) = 1/(z^2 + 1) is expanded in a Laurent series about z = i. The coefficient of 1/(z − i) in this expansion is:

  1. 1/(2)
  2. 1/(4i)
  3. 1/(2i) Correct answer.
  4. i/2

Explanation

Near z = i, factor z^2 + 1 = (z − i)(z + i), so f(z) = 1/[(z − i)(z + i)]. The coefficient of 1/(z − i) is the value of 1/(z + i) at z = i, which is 1/(2i). This is the residue of f at the simple pole z = i.

Question 47Engineering Mathematics

The initial value problem dy/dt = y^2, y(0) = 1, is solved on the maximal interval containing t = 0. The solution blows up at:

  1. t = e
  2. it never blows up
  3. t = 1/2
  4. t = 1 Correct answer.

Explanation

Separating variables gives ∫ y^{−2} dy = ∫ dt, so −1/y = t + C. The condition y(0) = 1 gives C = −1, hence y = 1/(1 − t), which tends to infinity as t → 1^−. The maximal forward interval is therefore [0, 1).

Question 48Engineering Mathematics

The value of the contour integral ∮_C e^z/(z − 1)^3 dz, where C is the circle |z| = 2 traversed counterclockwise, is:

  1. 2π i e
  2. 0
  3. π i e/3
  4. π i e Correct answer.

Explanation

The integrand has a pole of order 3 at z = 1 inside C. By the residue formula for a pole of order n, the residue is (1/2!)·d^2/dz^2[e^z] at z = 1, which equals e/2. Multiplying by 2πi gives π i e.

Question 49Engineering Mathematics

Let A be a 3×3 real matrix with eigenvalues 1, 1, 2. Which statement is necessarily true?

  1. A is diagonalizable
  2. A is singular
  3. A has a repeated eigenvalue but may or may not be diagonalizable Correct answer.
  4. A is not diagonalizable

Explanation

A repeated eigenvalue does not by itself decide diagonalizability; it depends on whether the eigenspace for eigenvalue 1 has dimension 2. If the geometric multiplicity is 2 the matrix is diagonalizable, and if it is 1 the matrix is defective.

Question 50Engineering Mathematics

The eigenvalues of the matrix [[2, 1], [1, 2]] are:

  1. 2 and 2
  2. 1 and 3 Correct answer.
  3. 0 and 4
  4. −1 and 3

Explanation

The characteristic equation is (2−λ)^2 − 1 = 0, giving 2−λ = ±1, so λ = 1 or λ = 3. Equivalently, trace 4 equals the sum and determinant 3 equals the product of the eigenvalues.