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Linear Algebra

GATE CSE 2020 · Q27

MCQ2 marksEasy

Time

Let AA and BB be two n×nn \times n matrices over real numbers. Let rank(M)\text{rank}(M) and det⁡(M)\det(M) denote the rank and determinant of a matrix MM, respectively. Consider the following statements. I. rank(AB)=rank(A)rank(B)\text{rank}(AB) = \text{rank}(A) \text{rank}(B) II. det⁡(AB)=det⁡(A)det⁡(B)\det(AB) = \det(A) \det(B) III. rank(A+B)≤rank(A)+rank(B)\text{rank}(A + B) \le \text{rank}(A) + \text{rank}(B) IV. det⁡(A+B)≤det⁡(A)+det⁡(B)\det(A + B) \le \det(A) + \det(B) Which of the above statements are TRUE?

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Solution

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Official answer: C) II and III only

Linear Algebra

Let us analyze each statement for n×nn \times n real matrices AA and BB:

  • Statement I is FALSE: The rank of a product satisfies rank(AB)≤min⁡(rank(A),rank(B))\text{rank}(AB) \le \min(\text{rank}(A), \text{rank}(B)). For example, if A=B=I2A = B = I_2, then rank(AB)=2\text{rank}(AB) = 2, but rank(A)rank(B)=2×2=4\text{rank}(A)\text{rank}(B) = 2 \times 2 = 4.

  • Statement II is TRUE: By the multiplicative property of determinants, det⁡(AB)=det⁡(A)det⁡(B)\det(AB) = \det(A) \det(B) holds for all square matrices of the same dimension.

  • Statement III is TRUE: By the subadditivity of matrix rank (since the column space of A+BA+B is contained in the sum of the column spaces of AA and BB), rank(A+B)≤rank(A)+rank(B)\text{rank}(A + B) \le \text{rank}(A) + \text{rank}(B).

  • Statement IV is FALSE: The determinant is not generally subadditive. For instance, let A=(1000)A = \begin{pmatrix} 1 & 0 \\ 0 & 0 \end{pmatrix} and B=(0001)B = \begin{pmatrix} 0 & 0 \\ 0 & 1 \end{pmatrix}. Here det⁡(A)=0\det(A) = 0 and det⁡(B)=0\det(B) = 0, but A+B=I2A+B = I_2, giving det⁡(A+B)=1>0+0=0\det(A+B) = 1 > 0 + 0 = 0.

Thus, statements II and III only are true, corresponding to option C.

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This Linear Algebra previous year question is Q27 of the GATE CSE 2020 paper. Find more GATE CSE PYQs on Linear Algebra in Engineering Mathematics, or browse all GATE CSE PYQs.

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Let A and B be two n × n matrices over real numbers. Let rank(M) and det(M) denote the rank and determinant of a matrix M, respectively. Consider the following statements. I. rank(AB) = rank(A) rank(B) II. det(AB) = det(A) det(B) III. rank(A + B) ≤ rank(A) + rank(B) IV. det(A + B) ≤ det(A) + det(B) Which of the above statements are TRUE?

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