NDA Determinants previous year questions with solutions
Determinants bring five or six questions to every NDA Mathematics paper, and the count has risen since 2021. Half the recent questions are determinants of matrix expressions: adjoint, inverse, product and power. Every question UPSC has set on it since 2017, solved. Grouped by the method each needs, newest first; open a question for its answer and worked solution.
11.1 Evaluation of determinants and expansion by cofactors
Answer and solution
Answer: (c) 2500
Method. |Mk| = 2k − 1, the sum of the first 50 odd numbers
|Mk| = k2 - (k − 1)2 = 2k − 1.
50Σk=1 (2k − 1) = 1 + 3 + … + 99 = 502 = 2500.
Answer and solution
Answer: (a) 0
Method. expansion of Δ along the first row and along the first column
Along R1: Δ = aA + bB + cC, so bB + cC = Δ − aA.
Along C1: Δ = aA + dD + gG, so dD + gG = Δ − aA.
bB + cC − dD − gG = (Δ − aA) − (Δ − aA) = 0.
Answer and solution
Answer: (b) -6
Method. expand along the first row using i2 = -1
Expand along R1:
2[0.1 − (i − 1)(-1 − i)] - (3 + i)[(3 − i)·1 − (i − 1)(-1)] + (-1)[(3 − i)(-1 − i) − 0·(-1)].
(i − 1)(-1 − i) = -(i − 1)(i + 1) = -(i2 - 1) = 2, so the first term is 2(0 − 2) = -4.
(3 − i) + (i − 1) = 2, so the second term is -(3 + i)(2) = -6 − 2i.
(3 − i)(-1 − i) = -3 − 3i + i + i2 = -4 − 2i, so the third term is 4 + 2i.
Sum: -4 − 6 − 2i + 4 + 2i = -6. So A = -6, B = 0 and A + B = -6.
Shortcut. The matrix is Hermitian (aji = a̅i̅j̅), so its determinant is real: B = 0.
Answer and solution
Answer: (a) -10000
Method. expand Dn as a polynomial in n, then use Σn, Σn2, Σn3
Expand along C1: Dn = n(40.70 − 50.60) − n2(20.70 − 30.60) + n3(20.50 − 30.40)
= n(-200) − n2(-400) + n3(-200) = -200n + 400n2 - 200n3.
For n = 1 to 4: Σn = 10, Σn2 = 30, Σn3 = 100.
Σ Dn = -200(10) + 400(30) − 200(100) = -2000 + 12000 − 20000 = -10000.
Shortcut. Dn = -200n(n − 1)2: D1, D2, D3, D4 = 0, -400, -2400, -7200; sum -10000.
Answer and solution
Answer: (b) an even number but not necessarily 0
Method. the six terms of the expansion are each ±1
A 3 × 3 determinant is a sum of 6 terms, each a product of three entries, so each term is +1 or -1.
A sum of six ±1's is even (it lies in {-6, -4, …, 6}); so the determinant is always even.
It need not be 0: 1 1 1 1 -1 1 1 1 -1 = 1(1 − 1) − 1(-1 − 1) + 1(1 + 1) = 4.
So the value is an even number, not necessarily 0.
Answer and solution
Answer: (d) 10000
Method. det(Ak) = 2k − 1, sum of the first 100 odd numbers
det(Ak) = (k − 1)(k + 1) − k(k − 2) = k2 - 1 − k2 + 2k = 2k − 1.
Sum for k = 1 to 100: 1 + 3 + 5 + … + 199 = 1002 = 10000.
Answer and solution
Answer: (a) (z − y)(z − x)(y − x)
Method. expansion of Δ along the third column with cofactors Ci3 = (-1)i+3Mi3
Δ = a13C13 + a23C23 + a33C33 = a13M13 - a23M23 + a33M33.
= yz(z − y) − zx(z − x) + xy(y − x).
This cubic vanishes when x = y, y = z or z = x, so Δ = k(x − y)(y − z)(z − x).
Coefficient of yz2: in Δ it is 1 (from yz·z); in (x − y)(y − z)(z − x) it is (-y)(-z)(z), also 1, so k = 1.
Δ = (x − y)(y − z)(z − x) = (z − y)(z − x)(y − x), since (z − y)(y − x) = (y − z)(x − y).
Answer and solution
Answer: (c) Δ
Method. expansion of a determinant along a row
a11C11 + a12C12 + a13C13 is the expansion of Δ along its first row, so it equals Δ.
Answer and solution
Answer: (a) 0
Method. elements of one row times cofactors of another row sum to zero
a21C11 + a22C12 + a23C13 is the expansion along R1 of the determinant obtained by replacing R1 with R2.
That determinant has two equal rows, so the sum is 0.
Answer and solution
Answer: (d) -Δ
Method. transpose, then count row and column interchanges
Transpose: value = a21 a23 a22 a31 a33 a32 a11 a13 a12 .
Interchange C2 and C3 (sign changes once): a21 a22 a23 a31 a32 a33 a11 a12 a13 with a minus sign.
Rows are now R2, R3, R1 of A, a cyclic shift (two interchanges, no sign change), which equals Δ.
Value = -Δ.
Answer and solution
Answer: (c) 317
Method. maximise ps − qr: largest possible ps, smallest possible qr
Primes less than 20: 2, 3, 5, 7, 11, 13, 17, 19.
det = ps − qr. Take ps as large as possible: p, s = 19, 17 gives 323.
Take qr as small as possible from the rest: q, r = 2, 3 gives 6.
Maximum = 323 − 6 = 317.
Answer and solution
Answer: (a) 0
Method. rows in AP make the determinant zero
Entries 2(i + j) give 4 6 8 6 8 10 8 10 12 .
R3 - R2 = (2, 2, 2) = R2 - R1.
R3 → R3 - R2, R2 → R2 - R1 gives two equal rows (2, 2, 2), so the determinant is 0.
Answer and solution
Answer: (d) 0
Method. interchanging two rows changes the sign, so the determinants cancel in pairs
The 2 × 2 determinants using 2, 4, 6, 8 once each number 4! = 24.
Interchanging the two rows of one of them gives another arrangement in the list, with value of opposite sign.
The 24 determinants therefore fall into 12 pairs, each pair summing to 0, so the total is 0.
Answer and solution
Answer: (d) -4i
Method. reduce the powers of i (i2 = -1, i4 = 1), then expand
i2 = -1, i3 = -i, i4 = 1, i6 = -1, i8 = 1, i9 = i, i12 = 1, i15 = -i.
Determinant = i -1 -i 1 -1 1 i 1 -i .
Expand along R1: i[(-1)(-i) − 1 · 1] - (-1)[1 · (-i) − 1 · i] + (-i)[1 · 1 − (-1)i]
= i(i − 1) + (-2i) − i(1 + i)
= (-1 − i) − 2i − (i − 1) = -4i.
Answer and solution
Answer: (c) 24
Method. take common factors out of rows, then expand
The determinant is 1 2 6 2 6 24 6 24 120 .
Take 2 out of R2 and 6 out of R3: 12 1 2 6 1 3 12 1 4 20 .
R2 - R1, R3 - R1: 12 1 2 6 0 1 6 0 2 14 = 12(1 · 14 − 6 · 2) = 12 · 2 = 24.
Answer and solution
Answer: (b) cos θ
Method. difference of squares and cos2 t − sin2 t = cos 2t
Value = cos4 θ2 − sin4 θ2
= (cos2 θ2 − sin2 θ2)(cos2 θ2 + sin2 θ2)
= cos θ · 1 = cos θ.
Answer and solution
Answer: (b) B has as many elements as C
Method. swapping two rows changes the sign of a determinant
Interchanging R1 and R2 turns a 0-1 matrix into another 0-1 matrix and changes the sign of the determinant.
So it sends every matrix of B (det = 1) to a matrix of C(det = -1), and vice versa; doing it twice gives back the original matrix.
This pairing is one-to-one, so B and C have the same number of elements.
(C is not empty: 0 1 0 1 0 0 0 0 1 has det -1; and A ≠ B ∪ C, since the zero matrix has det 0.)
Shortcut. Counting all 512 matrices gives 84 with det 1 and 84 with det -1.
11.2 Properties of determinants: row and column operations
Answer and solution
Answer: (b) 0
Method. the three rows add to the zero row
R1 → R1 + R2 + R3: the first row becomes (a − b + b − c + c − a, …) = (0, 0, 0).
So the left-hand determinant is 0 for all a, b, c, p, q, r, x, y, z.
Since a b c p q r x y z is not zero in general, 0 = k × (that determinant) needs k = 0.
is equal to
Answer and solution
Answer: (c) p q r a b c l m n
Method. interchanging two rows changes the sign; a cyclic shift of rows is two interchanges
Let Δ have rows R1 = (a, b, c), R2 = (l, m, n), R3 = (p, q, r).
(a) rows R1, R3, R2: one interchange → -Δ.
(b) rows R2, R1, R3: one interchange → -Δ.
(c) rows R3, R1, R2: R1 ↔ R3, then R2 ↔ R3 — two interchanges → +Δ.
(d) is the transpose of the determinant in (a), so it equals -Δ.
Only (c) equals Δ.
Statement–I:
If X is an n × n matrix, then det(mX) = mn det(X), where m is a scalar.
Statement–II:
If Y is a matrix obtained from X by multiplying any row or column by a scalar m, then det(Y) = m det(X).
Which one of the following is correct in respect of the above statements?
Answer and solution
Answer: (a) Both Statement–I and Statement–II are correct and Statement–II explains Statement–I
Method. multiplying one row by m multiplies the determinant by m; mX scales all n rows
Statement–II is a standard property of determinants: correct.
mX is obtained from X by multiplying each of its n rows by m. Applying Statement–II once per row gives det(mX) = m·m·…·m det(X) = mn det(X), so Statement–I is correct.
Statement–I follows by applying Statement–II n times, so Statement–II explains Statement–I.
Answer and solution
Answer: (c) 6
Method. Pascal's rule C(n, r) + C(n, r − 1) = C(n + 1, r) on C1 + C2
C1 + C2 = (C(10, 4), C(12, 6), C(m + 1, 7)).
If C3 equals this column the determinant is 0 for every m. With n = 6: C3 = (C(10, 4), C(12, 6), C(m + 1, 7)). Exactly that.
So for n = 6, C1 + C2 - C3 = 0 and the determinant vanishes for every m > 6.
For n = 4, 5, 7 the third column is not C1 + C2 (e.g. C(12, n) ≠ C(12, 6)), and the determinant is non-zero (e.g. at m = n + 1).
Answer and solution
No correct option. This question is defective as printed in UPSC's paper.
Method. C1 - 2C2 + C3 reduces the determinant
As printed (row 3 = x + a, x + b, x + 3): C1 → C1 - 2C2 + C3 gives C1 = (0, 0, a − 2b + 3).
Δ = (a − 2b + 3) x + 2 x + 3 x + 3 x + 4 = (a − 2b + 3)(-1) = 2b − a − 3.
With 2b = a + c this is c − 3, which depends on c, so no option is always right.
If the (3, 3) entry is x + c: C1 becomes (0, 0, a − 2b + c) = (0, 0, 0), so Δ = 0, option (b).
The (3, 3) entry is printed x + 3, so c never enters and the value is 2b − a − 3 = c − 3, which no option gives in general; with the evident intended entry x + c the determinant is 0, option (b).
Answer and solution
Answer: (c) always negative
Method. transpose Δ2; its rows are a cyclic shift of Δ1's rows
Δ2 = Δ2' (transpose) = 1 q r 1 r p 1 p q : its rows are R2, R3, R1 of Δ1, a cyclic shift (two swaps), so Δ2 = Δ1.
Δ1 = 1(qp − r2) − p(p − r) + q(r − q) = -(p2 + q2 + r2 - pq − qr − rp).
p2 + q2 + r2 - pq − qr − rp = 12[(p − q)2 + (q − r)2 + (r − p)2] > 0 since p, q, r are not all equal.
Hence Δ1 + Δ2 = -[(p − q)2 + (q − r)2 + (r − p)2] < 0: always negative.
Answer and solution
Answer: (d) -72Δ
Method. transpose, then split rows and pull out scalar factors
Transposing does not change a determinant, so the value is 3d + 5g 3e + 5h 3f + 5i 4a + 7g 4b + 7h 4c + 7i 6g 6h 6i .
Take 6 out of R3: R3 = (g, h, i). Now R1 → R1 - 5R3 and R2 → R2 - 7R3 remove the g, h, i parts.
Value = 6 3d 3e 3f 4a 4b 4c g h i = 6 × 3 × 4 d e f a b c g h i .
Swapping R1 and R2 gives Δ with a minus sign: value = 72(-Δ) = -72Δ.
Answer and solution
Answer: (d) pqΔ
Method. a common factor of a column comes out of the determinant
Take p out of C1 and q out of C3: pa1 b1 qc1 pa2 b2 qc2 pa3 b3 qc3 = pq a1 b1 c1 a2 b2 c2 a3 b3 c3 = pqΔ.
Answer and solution
Answer: (a) 0
Method. logs of a GP form an AP, so C3 - C2 = C2 - C1
If the GP has ratio R, ln an + 1 - ln an = ln R = d for every n, so ln a1, ln a2, …, ln a9 are in AP.
In each row the entries are t, t + d, t + 2d.
C3 → C3 - C2 and C2 → C2 - C1 make both these columns (d, d, d): two equal columns, so the determinant is 0.
Answer and solution
Answer: (a) 0
Method. logs of GP terms are linear in the term number, making C1 a combination of C2 and C3
Let the GP have first term A and ratio R (both positive, as u, v, w > 0).
u = ARp − 1, so ln u = (ln A − ln R) + p ln R; similarly ln v = (ln A − ln R) + q ln R, ln w = (ln A − ln R) + r ln R.
So C1 = (ln R) C2 + (ln A − ln R) C3.
C1 → C1 - (ln R) C2 - (ln A − ln R) C3 makes C1 all zeros, so the determinant is 0.
11.3 Standard algebraic determinants: factorised forms, circulants and trigonometric entries
Answer and solution
Answer: (a) 0
Method. subtract successive rows, then take a, b, c out of the rows
R3 → R3 - R2, then R2 → R2 - R1:
R2 = (1/b, c(a + b) − bc, b3) = (1/b, ca, b3); R3 = (1/c, ab + bc + ca − ca − bc, c3) = (1/c, ab, c3).
Δ = 1/a bc a3 1/b ca b3 1/c ab c3 . Multiply R1, R2, R3 by a, b, c and divide by abc:
Δ = 1abc 1 abc a4 1 abc b4 1 abc c4 = abcabc 1 1 a4 1 1 b4 1 1 c4 = 0 (C1 = C2).
Answer and solution
Answer: (d) 4
Method. standard determinant b + c a a b c + a b c c a + b = 4abc
Put a = r2, b = p2, c = q2: the determinant is b + c a a b c + a b c c a + b .
R1 → R1 - R2 - R3: R1 = (0, -2c, -2b). Expand along R1:
Δ = 2c[b(a + b) − bc] - 2b[bc − c(c + a)] = 2bc(a + b − c) + 2bc(c + a − b) = 4abc.
So Δ = 4p2q2r2 = 4(pqr)2. The cube roots of unity are 1, ω, ω2, with product ω3 = 1.
Δ = 4(1)2 = 4.
Answer and solution
Answer: (c) q + 2 > p
Method. expand the determinant in terms of xyz and x + y + z
Expand along R1: x(yz − 1) − 1(z − 1) + 1(1 − y) = xyz − x − z + 1 + 1 − y = xyz − (x + y + z) + 2 = q − p + 2.
Determinant > 0 means q − p + 2 > 0, i.e. q + 2 > p. Option (d) q + 2 ≥ p is implied by (c) but is weaker: it also allows q + 2 = p, which the strict positivity of the determinant excludes. (c) is the complete conclusion.
equal to?
Answer and solution
Answer: (b) 2p3
Method. C1 → C1 + C2 + C3, take out the common factor, then subtract rows
With a + b + c = p, C1 → C1 + C2 + C3 makes every entry of C1 equal to p + a + b + c = 2p:
Δ = 2p 1 a b 1 p + a b 1 a p + b .
R2 → R2 - R1, R3 → R3 - R1: Δ = 2p 1 a b 0 p 0 0 0 p = 2p · p2 = 2p3.
Answer and solution
Answer: (b) 0
Method. for real A, B, C the condition forces A = B = C = 0
A, B, C are real and A2 + B2 + C2 = 0, so A = B = C = 0 and cos A = cos B = cos C = 1.
The determinant becomes 1 1 1 1 1 1 1 1 1 = 0 (identical rows).
Answer and solution
Answer: (b) 0
Method. tan(B + C) = tan(π − A) = -tan A, then expand
In a triangle, tan(B + C) = -tan A.
Expand along R1: cos C[0·cos C − sin B tan(B + C)] - sin B[tan A cos C − 0] + 0
= cos C sin B tan A − sin B tan A cos C = 0.
Answer and solution
Answer: (a) Zero
Method. expand, then the cosine rule a2 = b2 + c2 - 2bc cos A
Expand along R1: a2(1 − cos2 A) − b sin A(b sin A − c sin A cos A) + c sin A(b sin A cos A − c sin A)
= sin2 A(a2 - b2 + bc cos A + bc cos A − c2) = sin2 A(a2 - b2 - c2 + 2bc cos A).
By the cosine rule the bracket is 0, so the determinant is zero.
Answer and solution
Answer: (d) 0
Method. sine rule turns the condition into a3 + b3 + c3 = 3abc; circulant determinant
By the sine rule sin A = a/(2R), sin B = b/(2R), sin C = c/(2R). Multiplying the condition by (2R)3: a3 + b3 + c3 = 3abc.
Expand the determinant along R1: a(cb − a2) − b(b2 - ac) + c(ab − c2) = 3abc − a3 - b3 - c3.
So the determinant = 3abc − (a3 + b3 + c3) = 3abc − 3abc = 0.
Answer and solution
Answer: (b) 12
Method. take abc out, then the Vandermonde determinant
Take a, b, c out of C1, C2, C3: value = abc 1 1 1 a b c a2 b2 c2 .
The Vandermonde determinant 1 1 1 a b c a2 b2 c2 = (a − b)(b − c)(c − a).
Value = 6 × 2 = 12.
Answer and solution
Answer: (d) 1, 2 and 3
Method. circulant determinant = -(a + b + c)(a2 + b2 + c2 - ab − bc − ca)
C1 → C1 + C2 + C3 puts a + b + c in every entry of C1; taking it out and expanding gives
Δ = -(a + b + c)(a2 + b2 + c2 - ab − bc − ca) = -(a3 + b3 + c3 - 3abc).
1: a + b + c = 0 makes the first factor zero, so Δ = 0.
3: makes the second factor zero, so Δ = 0.
2: a3 + b3 + c3 = 3abc is exactly Δ = 0.
All three conditions make the determinant vanish.
Answer and solution
Answer: (a) -4
Method. take common factors out of columns, then expand
Take a from C1 and b from C2: Δ = ab 1 -1 a − b − c -1 1 -a + b − c -1 -1 -a − b + c .
R2 → R2 + R1, R3 → R3 + R1: Δ = ab 1 -1 a − b − c 0 0 -2c 0 -2 -2b .
Expand along C1: Δ = ab[0·(-2b) − (-2c)(-2)] = ab(-4c) = -4abc.
So -4abc − kabc = 0 with abc ≠ 0, giving k = -4.
Answer and solution
Answer: (b) 0
Method. direct expansion along the first row
Expand along R1: cos C[0·cos C − (-tan A)(sin B)] - tan A[sin B cos C − (-tan A)·0] + 0
= cos C tan A sin B − tan A sin B cos C
= 0.
Answer and solution
Answer: (a) 0
Method. expand, then use xy + yz + zx = -1 for these x, y, z
Expand along R1: 1(1 + yz) + x(1 + y) + x(z − 1) = 1 + xy + yz + zx.
xy = ab(b − c)(c − a), yz = bc(c − a)(a − b), zx = ca(a − b)(b − c).
Over the common denominator (a − b)(b − c)(c − a): numerator = ab(a − b) + bc(b − c) + ca(c − a) = -(a − b)(b − c)(c − a).
So xy + yz + zx = -1 and the determinant = 1 − 1 = 0.
Answer and solution
Answer: (b) -64
Method. circulant determinant = -(a3 + b3 + c3 - 3abc)
Expand: value = a(cb − a2) − b(b2 - ac) + c(ab − c2) = -(a3 + b3 + c3 - 3abc).
a3 + b3 + c3 - 3abc = (a + b + c)[(a + b + c)2 - 3(ab + bc + ca)] = 4(16 − 0) = 64.
So the value is -64.
Answer and solution
Answer: (a) D < 0
Method. circulant determinant = -(p3 + q3 + r3 - 3pqr)
Expand: D = p(rq − p2) − q(q2 - pr) + r(pq − r2) = 3pqr − p3 - q3 - r3.
So D = -(p + q + r)(p2 + q2 + r2 - pq − qr − rp) = -12(p + q + r)[(p − q)2 + (q − r)2 + (r − p)2].
p + q + r > 0, and the bracket is > 0 because p, q, r are distinct.
Hence D < 0.
Answer and solution
Answer: (a) 0
Method. C1 + C2 + C3 gives a common factor x + a + b + c
C1 → C1 + C2 + C3: every entry of C1 becomes x + a + b + c.
So the determinant = (x + a + b + c) 1 b c 1 x + b c 1 b x + c = 0, since x + a + b + c = 0.
Answer and solution
Answer: (a) x − 3
Method. factor theorem: a value of x that makes two columns equal gives a factor
C3 = (3, 9, 27) = (3, 32, 33) and C1 = (x, x2, x3).
Put x = 3: C1 becomes (3, 9, 27) = C3, so the determinant is 0 for every y.
As a polynomial in x the expansion vanishes at x = 3, so (x − 3) is a factor.
The others are not factors: x = 2, y = 3 makes y − 3 = 0 and x − y ≠ 0 yet gives -10638 ≠ 0; x = 6, y = 2 makes x − 3y = 0 yet gives -216 ≠ 0; and at x = y the value is not identically 0.
Answer and solution
Answer: (d) (z − x)2 (x + y + z)
Method. expand along R1 and compare with the expanded options
Expand along R1:
x[x(x + y) − z(z + x)] - y[z(x + y) − y(z + x)] + (y + z)[z2 - xy]
= x(x2 + xy − z2 - zx) − y(zx − xy) + (y + z)(z2 - xy)
= x3 + x2y − xz2 - x2z − xyz + xy2 + yz2 - xy2 + z3 - xyz
= x3 + z3 + x2y − x2z − xz2 + yz2 - 2xyz.
(z − x)2(x + y + z) = (z2 - 2zx + x2)(x + y + z) = x3 + z3 + x2y − x2z − xz2 + yz2 - 2xyz — the same.
So the determinant is (z − x)2(x + y + z).
Shortcut. Test x = 1, y = z = 0: the determinant is 1 0 0 0 1 1 0 0 1 = 1; only (d) gives 1 (a, b, c give 0).
Answer and solution
Answer: (b) (α − β)(β − γ)(γ − α)
Method. column operations reduce it to the Vandermonde determinant
C1 → C1 + C2 + C3: each row gives (1 − α) + (α − α2) + α2 = 1.
C2 → C2 + C3: each row gives α − α2 + α2 = α.
The determinant becomes 1 α α2 1 β β2 1 γ γ2 .
R2 - R1, R3 - R1 and take out (β − α), (γ − α): (β − α)(γ − α) 1 β + α 1 γ + α = (β − α)(γ − α)(γ − β).
(β − α)(γ − β) = (α − β)(β − γ), so the value is (α − β)(β − γ)(γ − α).
Answer and solution
Answer: (a) 0
Method. expand, then use x3 + y3 + z3 = 3xyz when x + y + z = 0
Expand along R1:
pa(qa · ra − pb · pc) − qb(qc · qa − pb · rb) + rc(qc · pc − ra · rb)
= pqr a3 - p3abc − q3abc + pqr b3 + pqr c3 - r3abc
= pqr(a3 + b3 + c3) − abc(p3 + q3 + r3).
Since a + b + c = 0, a3 + b3 + c3 = 3abc; since p + q + r = 0, p3 + q3 + r3 = 3pqr.
Value = pqr · 3abc − abc · 3pqr = 0.
Answer and solution
Answer: (c) x2y2z2
Method. subtract the first row from the others to make the determinant triangular
R2 → R2 - R1, R3 → R3 - R1: 1 1 1 0 xyz 0 0 0 xyz .
This is upper triangular, so its value is the product of the diagonal entries: 1 · xyz · xyz = x2y2z2.
11.4 Determinant equations and determinants as functions of x
Answer and solution
Answer: (b) One
Method. row operations reduce Δ to (k − 1)3
R1 → R1 - R2, R2 → R2 - R3:
Δ = k2 - 1 k − 1 0 2k − 2 k − 1 0 3 3 1 .
Expand along C3: Δ = (k2 - 1)(k − 1) − (k − 1)(2k − 2) = (k − 1)[(k + 1)(k − 1) − 2(k − 1)] = (k − 1)2(k − 1) = (k − 1)3.
I. k = 1/2 > 0 gives Δ = -1/8 < 0: not correct.
II. k < 0 gives k − 1 < 0, so Δ < 0: correct.
III. k = 0 gives Δ = -1 ≠ 0: not correct.
One statement is correct.
Answer and solution
Answer: (a) x = 0
Method. C1 → C1 + C2 + C3 with 1 + ω + ω2 = 0
C1 → C1 + C2 + C3: every entry of C1 becomes x + 1 + ω + ω2 = x. Take x out:
Δ = x 1 ω ω2 1 x + ω2 1 1 1 x + ω .
R2 → R2 - R1, R3 → R3 - R1 and expand along C1:
Δ = x[(x + ω2 - ω)(x + ω − ω2) − (1 − ω)(1 − ω2)] = x[x2 - (ω2 - ω)2 - (1 − ω − ω2 + ω3)].
(ω2 - ω)2 = ω4 - 2ω3 + ω2 = ω + ω2 - 2 = -3 and 1 − ω − ω2 + 1 = 3.
Δ = x[x2 + 3 − 3] = x3 = 0, so x = 0.
Shortcut. Put x = 0: every row sums to 1 + ω + ω2 = 0, so the determinant vanishes; x = 0 is a root.
Answer and solution
Answer: (b) 0
Method. the constant term is the value at x = 0
Put x = 0: e = 0 -1 3 1 0 -4 -3 4 0 .
= 0 − (-1)(0 − 12) + 3(4 − 0) = -12 + 12 = 0.
(The matrix is skew-symmetric of order 3, so this had to be 0.)
Answer and solution
Answer: (b) a − b + c
Method. expand along the first column, then sum the roots
C1 has only one non-zero entry, x + b in position (3, 1), with sign (+).
Δ = (x + b) x − a x − b 0 x − c = (x + b)(x − a)(x − c).
Roots: -b, a, c. Sum = a − b + c.
Let ∆(a, b, c, α) = a b aα + b b c bα + c aα + b bα + c 0
Answer and solution
Answer: (b) a, b, c are in GP
Method. C3 → C3 - αC1 - C2 factors the determinant
C3 → C3 - αC1 - C2: rows 1 and 2 of C3 become 0; row 3 becomes -(aα2 + 2bα + c).
Expand along C3: ∆ = -(aα2 + 2bα + c)(ac − b2).
A quadratic in α cannot vanish for every α > 0 unless a = b = c = 0, so ∆ = 0 for every α > 0 forces ac − b2 = 0.
b2 = ac: a, b, c are in GP.
Answer and solution
Answer: (c) 7x2 + 8x + 2 = 0
Method. use the factorisation ∆ = -(aα2 + 2bα + c)(ac − b2)
As in the previous item, ∆(a, b, c, α) = -(aα2 + 2bα + c)(ac − b2).
For a = 7, b = 4, c = 2: ac − b2 = 14 − 16 = -2 ≠ 0.
So ∆ = 2(7α2 + 8α + 2) = 0 gives 7α2 + 8α + 2 = 0: α is a root of 7x2 + 8x + 2 = 0.
Let f(x) = cos x x 1 2 sin x x2 2x tan x x 1
Answer and solution
Answer: (b) 0
Method. put x = 0 directly
At x = 0: R2 = (2 sin 0, 0, 0) = (0, 0, 0).
A row of zeros gives f(0) = 0.
Answer and solution
Answer: (b) 0
Method. simplify f(x) = x2(tan x − cos x)
Expand along R1: f(x) = cos x(x2 - 2x2) − x(2 sin x − 2x tan x) + 1(2x sin x − x2 tan x)
= -x2 cos x − 2x sin x + 2x2 tan x + 2x sin x − x2 tan x = x2(tan x − cos x).
f(x)x = x(tan x − cos x) → 0 × (0 − 1) = 0 as x → 0.
Answer and solution
Answer: (a) -1
Method. simplify f(x) = x2(tan x − cos x)
Expand along R1: f(x) = cos x(x2 - 2x2) − x(2 sin x − 2x tan x) + 1(2x sin x − x2 tan x)
= -x2 cos x − 2x sin x + 2x2 tan x + 2x sin x − x2 tan x = x2(tan x − cos x).
f(x)x2 = tan x − cos x → 0 − 1 = -1 as x → 0.
Answer and solution
Answer: (d) Any real value
Method. two proportional rows
1 − 2sin2 θ = cos 2θ and 2cos2 θ − 1 = cos 2θ, so R2 = (cos 2θ, cos 2θ, 3).
R1 = (2cos 2θ, 2cos 2θ, 6) = 2R2.
Two proportional rows make the determinant 0 whatever k is, so the matrix is singular for any real k.
Answer and solution
Answer: (c) -1 or 1
Method. expand along the row with two zeros
Expand along R2 = (0, 0, 1): the only term is from the (2, 3) entry, with sign (-1)2 + 3 = -1.
Value = -1 · x 1 1 x = -(x2 - 1) = 1 − x2.
1 − x2 = 0 gives x = -1 or 1.
Answer and solution
Answer: (a) 0
Method. at x = -1, 0, 1 a whole row or column of the determinant vanishes
f(0): R2 = (0, 0, 0), so f(0) = 0.
f(1): R3 = (3 · 1 · 0, 2 · 0 · (-1), 1 · 2 · 0) = (0, 0, 0), so f(1) = 0.
f(-1): C3 = (-1 + 1, (-1)(0), (-1)(0)(-2)) = (0, 0, 0), so f(-1) = 0.
f(-1) + f(0) + f(1) = 0.
Answer and solution
Answer: (d) Infinite
Method. a matrix is singular when its determinant is 0; here the determinant vanishes identically
Expand along R1:
0 · (0 · (-1) − (-5)k) − k[(-k)(-1) − (-5)(-k)] + 4[(-k)k − 0 · (-k)]
= -k(k − 5k) + 4(-k2) = 4k2 - 4k2 = 0.
The determinant is 0 for every k, so the matrix is singular for infinitely many values of k.
Answer and solution
No correct option. This question is defective as printed in UPSC's paper.
Method. C1 + C2 + C3 brings out the factor (a + b + c − x)
C1 → C1 + C2 + C3: every entry of C1 becomes a + b + c − x = -x.
So the determinant = -x 1 c b 1 b − x a 1 a c − x .
R2 - R1, R3 - R1 and expanding: -x[(b − c − x)(c − b − x) − (a − c)(a − b)] = -x[x2 - (a2 + b2 + c2 - ab − bc − ca)].
So x = 0 is a root, and x2 = a2 + b2 + c2 - (ab + bc + ca).
From (a + b + c)2 = 0: ab + bc + ca = -a2 + b2 + c22, so x2 = 3(a2 + b2 + c2)2.
Roots: x = 0 and x = ± √(3(a2 + b2 + c2)2); both option (b) and option (d) are solutions.
Both option (b), x = √(3(a2 + b2 + c2)2), and option (d), x = 0, satisfy the equation, so the item has two correct options and no single printable answer.
Answer and solution
Answer: (b) -16
Method. a square matrix has no inverse exactly when its determinant is 0
det = 2 · x − 4 · (-8) = 2x + 32.
No inverse ⇔ 2x + 32 = 0 ⇔ x = -16.
Answer and solution
Answer: (d) 0
Method. test the options; at x = 0 the determinant is skew-symmetric of odd order
Put x = 0: 0 -a -b a 0 -c b c 0 .
This is skew-symmetric (entry (j, i) = - entry (i, j)) and of odd order 3, so its value is 0.
Direct check: 0 − (-a)(0 + bc) + (-b)(ac − 0) = abc − abc = 0.
So x = 0 satisfies the equation.
Answer and solution
Answer: (d) xy is one of the cube roots of -1
Method. expand, then factor x3 + y3 = 0
Expand along R1: x(x · x − y · 0) − y(0 · x − y · y) + 0 = x3 + y3.
So x3 + y3 = 0, i.e. x3 = -y3.
y ≠ 0 here (if y = 0 then x = 0 too and xy is meaningless), so (xy)3 = -1.
Hence xy is one of the cube roots of -1.
11.5 Determinants of matrix expressions: products, powers, inverse and adjoint
Answer and solution
Answer: (b) 16
Method. |adj A| = |A|n − 1 for order n
For order 3, |adj A| = |A|2 = 42 = 16.
Answer and solution
Answer: (c) -1/2
Method. |A-1| = 1/|A|
|A| = (-1)(-4) − (2)(3) = 4 − 6 = -2.
|A-1| = 1/|A| = -1/2.
Answer and solution
Answer: (d) p2 - q2
Method. product of determinants = determinant of the product matrix
a b c d e f g h = ae + bg af + bh ce + dg cf + dh = p q q p .
Since |X||Y| = |XY|, the product = p q q p = p2 - q2.
Answer and solution
Answer: (d) 1
Method. |AB-1| = |A|/|B|
|A| = 1.1 − (-tan θ)(tan θ) = 1 + tan2 θ = sec2 θ.
|B| = 1.1 − (tan θ)(-tan θ) = sec2 θ.
det(C) = |A| |B-1| = |A|/|B| = sec2 θ / sec2 θ = 1.
Answer and solution
Answer: (d) 4
Method. |AAT| = |A||AT| = |A|2
|AAT| = |A| |AT| = |A| |A| = (-2)2 = 4.
Answer and solution
Answer: (d) 512
Method. |adj M| = |M|n − 1 for order n
M = 2I3, so |M| = 23 = 8.
|adj M| = |M|3 − 1 = 82 = 64.
|M| |adj M| = 8 × 64 = 512.
Answer and solution
Answer: (b) II only
Method. |2M| = 22|M| for a 2 × 2 matrix; M + MT = O for anti-symmetric M
I. M symmetric: M + MT = 2M, so |M + MT| = |2M| = 4|M|, while |M| + |MT| = 2|M|. These agree only when |M| = 0; e.g. M = I gives 4 ≠ 2. Not correct.
II. M anti-symmetric: MT = -M, so M + MT = O and |O| = 0. Correct.
II only.
Answer and solution
Answer: (c) Three
Method. take determinants: |M|3 = |M|
|M3| = |M|3, so |M|3 = |M|, i.e. |M|(|M| − 1)(|M| + 1) = 0, giving |M| = 0, 1 or -1.
Each occurs: M = O gives 0, M = I gives 1, M = 1 0 0 -1 gives -1 (each satisfies M3 = M).
Three values are possible.
Answer and solution
Answer: (a) 12
Method. |A-1| = 1/|A|
|A| = (-4)(2) − (-5)(2) = -8 + 10 = 2.
|A-1| = 1/|A| = 1/2.
Let
A = cos θ sin θ -sin θ cos θ
Answer and solution
Answer: (b) 1
Method. |An| = |A|n
|A| = cos2 θ + sin2 θ = 1.
|A4| = |A|4 = 1.
Answer and solution
Answer: (c) A
Method. adj A = |A| A-1; A is orthogonal with |A| = 1
For p q r s , adj = s -q -r p , so adj A = cos θ -sin θ sin θ cos θ = AT.
A AT = cos2 θ + sin2 θ 0 0 sin2 θ + cos2 θ = I, so (AT)-1 = A.
[adj A]-1 = (AT)-1 = A.
Answer and solution
Answer: (c) Two
Method. |AB| = |A||B|, |A-1| = 1/|A|, |AT| = |A|
I. |M2| = |M·M| = |M||M| = |M|2: correct.
II. MM-1 = I gives |M||M-1| = 1, so |M-1| = 1/|M|, which equals |M| only when |M| = ±1: not correct in general.
III. A determinant is unchanged by transposition, |MT| = |M|: correct.
Two statements are correct.
Answer and solution
Answer: (b) 0
Method. determinant of a skew-symmetric matrix of odd order is zero
PT = -P, so |P| = |PT| = |-P| = (-1)3|P| = -|P|.
Hence 2|P| = 0, i.e. det(P) = 0.
Answer and solution
Answer: (d) 1
Method. |kM| = k3|M|, |adj M| = |M|2 for order 3
|3A| = 27 × 12√2, so |adj(3A)| = |3A|2 = 7298.
|2B adj(3A)| = 23|B||adj(3A)| = 8 × 1729 × 7298 = 1.
Answer and solution
Answer: (a) 15
Method. form I + AA′ and evaluate
AA′ = 1 2 3 2 4 6 3 6 9 , so I + AA′ = 2 2 3 2 5 6 3 6 10 .
det = 2(50 − 36) − 2(20 − 18) + 3(12 − 15) = 28 − 4 − 9 = 15.
Shortcut. det(I + AA′) = 1 + A'A = 1 + (1 + 4 + 9) = 15 for a column vector A.
Answer and solution
Answer: (a) 16
Method. det(kM) = k3det M, det(A-1) = 1/det A, det is multiplicative
det(2A-1BC) = 23 det(A-1) det(BC) = 8 × 1det A × 2 det A = 16.
Answer and solution
Answer: (a) -1
Method. a skew-symmetric matrix of odd order has determinant 0
det A = det A′ = det(-A) = (-1)3 det A, so det A = 0.
Hence det(A2), det(A3), det(A4) = 0, and so det(4A4) = det(3A3) = det(2A2) = det A = 0.
det(-I) = (-1)3 = -1.
Value = 0 − 0 + 0 − 0 − 1 = -1.
Answer and solution
Answer: (d) 625
Method. |adj(adj A)| = |A|(n-1)2 for order n
|A| = 2(3 − 0) − (-1)(-1 − 0) + 0 = 6 − 1 = 5.
|adj A| = |A|2 = 25, and |adj(adj A)| = |adj A|2 = 625.
Answer and solution
Answer: (c) 81
Method. cofactor matrix C = (adj A)', so |C| = |adj A| = |A|2
|C| = |adj A| = |A|3-1 = 32 = 9.
|C2| = |C|2 = 81.
Answer and solution
Answer: (b) 13
Method. |kA| = kn|A| and |adj B| = |B|n-1 for order n = 3
|3A| = 33·4 = 22·33.
|adj(3A)| = |3A|2 = 24·36.
|2 adj(3A)| = 23·24·36 = 27·36.
α = 7, β = 6, so α + β = 13.
Answer and solution
Answer: (d) 8
Method. det(kI) = kn for order n
B = I′ = I, so C = I + I = 2I of order 3.
det C = 23 det I = 8.
Answer and solution
Answer: (d) A and B need not be unit matrices.
Method. det (AB) = det A · det B = det (BA) for all square matrices of the same order
det (AB) = det A · det B = det B · det A = det (BA) holds for every pair of 2 × 2 matrices.
So the given condition puts no restriction on A and B; they need not be unit matrices (e.g. A = 2I, B = 3I).
1. A (adj A) = (adj A) A
2. |adj A| = |A|
Which of the above statements is/are correct?
Answer and solution
Answer: (a) 1 only
Method. A(adj A) = (adj A)A = |A| I, and |adj A| = |A|n − 1
Statement 1: A(adj A) = (adj A)A = |A| I for every square matrix, so it is correct.
Statement 2: for order 3, |adj A| = |A|3 − 1 = |A|2, which equals |A| only when |A| = 1 (A non-singular, so |A| ≠ 0).
E.g. A = 2I: |A| = 8, adj A = 4I, |adj A| = 64 ≠ 8. So statement 2 is not correct in general.
Only statement 1 is correct.
Answer and solution
Answer: (d) 4
Method. det (AT) = det A
A determinant is unchanged when rows and columns are interchanged, so det (AT) = det A = 4.
Answer and solution
Answer: (b) det (- A) = (- 1)n det A
Method. taking a factor k out of each of n rows: det (kA) = kn det A
-A is A with every one of its n rows multiplied by -1.
Each row contributes a factor -1, so det (-A) = (-1)n det A.
Let A and B be (3 × 3) matrices with det A = 4 and det B = 3.
Answer and solution
Answer: (a) 96
Method. det (kA) = k3 det A for order 3, and det (AB) = det A · det B
det (2AB) = 23 det (AB) = 8 · det A · det B = 8 · 4 · 3 = 96.
Answer and solution
Answer: (c) 36
Method. det (kA) = k3 det A for order 3, and det (B-1) = 1det B
det (3AB-1) = 33 · det A · det (B-1) = 27 · 4 · 13 = 36.
Answer and solution
Answer: (c) ± 3
Method. det of a power: det (A3) = (det A)3
det A = α2 - 4.
det (A3) = (det A)3 = (α2 - 4)3 = 125 = 53.
So α2 - 4 = 5 (the only real cube root of 125), α2 = 9, α = ± 3.
Answer and solution
Answer: (b) det (A)
Method. product rule det (PQ) = det P · det Q
det (B-1AB) = det (B-1) · det A · det B.
det (B-1) = 1det B (B is non-singular, so det B ≠ 0).
So det (B-1AB) = 1det B · det A · det B = det (A).
11.6 Systems of linear equations: Cramer's rule
Answer and solution
Answer: (b) 1
Method. x = 1, y = z = 0 satisfies all three equations, and the solution is unique
The coefficient determinant is the Vandermonde determinant 1 a a2 1 b b2 1 c c2 = (a − b)(b − c)(c − a) ≠ 0 for distinct a, b, c, so the system has exactly one solution.
x = 1, y = 0, z = 0 satisfies each equation (1 + 0 + 0 = 1).
So x + y + z = 1.
D = 1 1 1 1 2 3 1 3 4
What is the value of the determinant D2?
Answer and solution
Answer: (b) -3
Method. Cramer's rule: D2 is D with its second column replaced by the constants
D2 = 1 7 1 1 16 3 1 22 4 .
Expand along R1: 1(64 − 66) − 7(4 − 3) + 1(22 − 16) = -2 − 7 + 6 = -3.
Check: D = 1(8 − 9) − 1(4 − 3) + 1(3 − 2) = -1, and the system gives x = 1, y = 3, z = 3; y = D2/D = -3/(-1) = 3.
The stem says y is obtained by 'dividing D by D2'; by Cramer's rule it is D2 divided by D. D2 as the Cramer determinant is -3 (option b); a literal reading y = D/D2 would give D2 = -1/3, which is not an option.