Question
If and are matrices with (the zero matrix), does it follow that or ? Many students answer “yes”. What’s the actual situation?
Solution — Step by Step
Take and .
but neither nor is the zero matrix. So the implication fails for matrices.
The conclusion: does not imply or . Matrices have zero divisors.
Why This Works
For real numbers, means or . This works because reals form a field — no zero divisors. Matrices form a ring but not a field, and rings can have zero divisors. The example above is the standard one.
If is invertible, then . So the implication does hold when one of the matrices is invertible. The failure happens specifically for singular (non-invertible) matrices.
Alternative Method
Use determinants. If , then , so at least one of , has determinant zero — i.e. is singular. But singular doesn’t mean zero. Same conclusion.
Thinking matrices behave like numbers. They don’t:
- in general.
- doesn’t force or .
- doesn’t force .
Common Mistake
Carrying scalar intuition into matrix algebra. The fix: whenever you “divide” by a matrix, ask whether it’s invertible. If not, you can’t divide. JEE Advanced loves this — singular-matrix traps appear almost every year.