Linear Dependence and Multiples

Tạo vào: 11 tháng 10, 2024

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Câu hỏi

  1. Let v1, and v2 be two vectors in a vector space V.
    Show that v1 and v2 are linearly dependent if and only if one of the vectors is a scalar multiple of the other.

Suy nghĩ

讨论线性依赖

我正在探讨向量 v1v_1v2v_2 在向量空间 VV 中是否线性依赖,即其中一个向量是否是另一个的标量倍数。这是通过回顾线性依赖的定义来进行的。

分析线性关系

好像我在探讨如何证明向量 v1v_1v2v_2 线性相关,即其中一个是另一个的标量倍数。这个过程涉及设定一些标量并观察其对线性方程组的影响。

分析向量关系

我正在推理两个向量 v1v_1v2v_2 之间的关系。如果他们的线性组合等于零,这表明一个向量是另一个向量的倍数。

Trả lời

To prove that v1v_1 and v2v_2 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 v1v_1 and v2v_2 are linearly dependent.

By definition, this means there exist scalars c1c_1 and c2c_2, not both zero, such that:

c1v1+c2v2=0.c_1 v_1 + c_2 v_2 = 0.

We consider two cases based on which scalar is nonzero.

  1. If c10c_1 \ne 0:

    c1v1=c2v2    v1=c2c1v2.c_1 v_1 = -c_2 v_2 \implies v_1 = -\frac{c_2}{c_1} v_2.

    Hence, v1v_1 is a scalar multiple of v2v_2.

  2. If c20c_2 \ne 0:

    c2v2=c1v1    v2=c1c2v1.c_2 v_2 = -c_1 v_1 \implies v_2 = -\frac{c_1}{c_2} v_1.

    Thus, v2v_2 is a scalar multiple of v1v_1.

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 v1=λv2v_1 = \lambda v_2 for some scalar λ\lambda. Then:

v1λv2=0.v_1 - \lambda v_2 = 0.

This can be rewritten as:

1v1+(λ)v2=0.1 \cdot v_1 + (-\lambda) v_2 = 0.

Since the scalars 11 and λ-\lambda are not both zero, this shows that v1v_1 and v2v_2 are linearly dependent.

Similarly, if v2=μv1v_2 = \mu v_1, we can show linear dependence in the same way.

Conclusion:

v1v_1 and v2v_2 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.

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