Math Problem Statement

Are the following vectors linearly independent or dependent? {(1, 0, 2), (1, 0, 1), (0, 1, 2)}

Solution

To determine if the vectors (1,0,2)(1, 0, 2), (1,0,1)(1, 0, 1), and (0,1,2)(0, 1, 2) are linearly independent or dependent, we can set up a linear independence test by forming a system of equations based on the following expression:

c1(1,0,2)+c2(1,0,1)+c3(0,1,2)=(0,0,0)c_1(1, 0, 2) + c_2(1, 0, 1) + c_3(0, 1, 2) = (0, 0, 0)

This translates into the following equations:

  1. c1+c2=0c_1 + c_2 = 0 (from the first component)
  2. 0c1+0c2+1c3=00 \cdot c_1 + 0 \cdot c_2 + 1 \cdot c_3 = 0 (from the second component)
  3. 2c1+c2+2c3=02c_1 + c_2 + 2c_3 = 0 (from the third component)

Solving the System

  1. From the first equation: c1=c2c_1 = -c_2.
  2. Substitute c1=c2c_1 = -c_2 into the third equation to get: 2(c2)+c2+2c3=02c2+c2+2c3=0c2+2c3=02(-c_2) + c_2 + 2c_3 = 0 \Rightarrow -2c_2 + c_2 + 2c_3 = 0 \Rightarrow -c_2 + 2c_3 = 0
  3. Solve for c2c_2 in terms of c3c_3: c2=2c3c_2 = 2c_3.
  4. Substituting c2=2c3c_2 = 2c_3 back into c1=c2c_1 = -c_2, we get c1=2c3c_1 = -2c_3.

Since we have a nontrivial solution (the constants c1=2c3c_1 = -2c_3, c2=2c3c_2 = 2c_3, c3=c3c_3 = c_3 can be non-zero for a specific c3c_3 value), the vectors are linearly dependent.

Would you like further details, or have any other questions?


Here are some related questions to explore:

  1. What is the geometric interpretation of linearly dependent vectors?
  2. How can we test for linear independence using matrix determinants?
  3. What happens if we add a fourth vector to this set? How does it affect dependence?
  4. What are other methods for checking linear independence without solving equations?
  5. How is linear independence useful in the context of vector spaces?

Tip: When determining linear independence of vectors, setting up a matrix with the vectors as columns and performing row reduction is often an efficient method.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Linear Algebra
Vector Spaces
Linear Independence

Formulas

c1(v1) + c2(v2) + c3(v3) = (0, 0, 0)
System of linear equations

Theorems

Linear Independence Theorem

Suitable Grade Level

Undergraduate (Linear Algebra)