Question

Consider the systems, each consisting of mm linear equations in nn variables.

I. If m<nm < n, then all such systems have a solution
II. If m>nm > n, then none of these systems has a solution
III. If m=nm = n, then there exists a system which has a solution

Which one of the following is CORRECT?

Choose one option
Official answer and solution
Official answer
C
From
Official GATE 2016 answer key

Solution

Test each proposition about linear systems of m equations in n variables using consistency and rank conditions.

Analyze the three statements for a system of linear equations Ax=bAx = b, where AA is an m×nm \times n matrix:

  1. Statement I: "If m<nm < n, then all such systems have a solution."
    An underdetermined system (m<nm < n) can be inconsistent if the equations are contradictory. For example, in 3 variables with 2 equations:
    x1+x2+x3=1x_1 + x_2 + x_3 = 1
    x1+x2+x3=2x_1 + x_2 + x_3 = 2
    Here m=2<n=3m=2 < n=3, but the system has no solution. Hence, Statement I is FALSE.
  1. Statement II: "If m>nm > n, then none of these systems has a solution."
    An overdetermined system (m>nm > n) can be consistent if the equations are linearly dependent and compatible with bb. For example, with m=3,n=1m=3, n=1:
    x1=2x_1 = 2
    2x1=42x_1 = 4
    3x1=63x_1 = 6
    This has the unique solution x1=2x_1 = 2. Furthermore, any homogeneous system Ax=0Ax = 0 always has the trivial solution x=0x = 0. Hence, Statement II is FALSE.
  1. Statement III: "If m=nm = n, then there exists a system which has a solution."
    This is an existential statement. For any m=nm = n, we can choose A=InA = I_n (the n×nn \times n identity matrix) and any vector bb. The system Inx=bI_n x = b has the unique solution x=bx = b. Therefore, such a system exists, and Statement III is TRUE.

Thus, only Statement III is true. This corresponds to option (C).

Final answer

C

Common trap

Assuming all underdetermined systems have solutions by forgetting about non-homogeneous inconsistent systems.

The answer is the one in the official GATE answer key. The solution is this site's own explanation.

Source

Paper
GATE 2016 Computer Science and Information Technology (CS) Session 2
Question
14 of 65, printed as CS Q.4
Section
Computer Science and Information Technology

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