Linear Dependence and Multiples
作成日: 2024年10月11日
使用モデル O1 Preview by Chat01
作成日: 2024年10月11日
使用モデル O1 Preview by Chat01
To prove that and are linearly dependent if and only if one is a scalar multiple of the other, we'll address both implications of the "if and only if" statement.
Forward Direction (⇒):
Assume and are linearly dependent.
By definition, this means there exist scalars and , not both zero, such that:
We consider two cases based on which scalar is nonzero.
If :
Hence, is a scalar multiple of .
If :
Thus, is a scalar multiple of .
In either case, one vector is a scalar multiple of the other.
Backward Direction (⇐):
Assume one vector is a scalar multiple of the other.
Without loss of generality, suppose for some scalar . Then:
This can be rewritten as:
Since the scalars and are not both zero, this shows that and are linearly dependent.
Similarly, if , we can show linear dependence in the same way.
Conclusion:
and are linearly dependent if and only if one is a scalar multiple of the other.
Answer: Because one is a scalar multiple of the other exactly when they are linearly dependent.