Math Problem Statement

if x = (-2, -1) in cartesian coordinates, how is it expressed with the basis vectors v1=(1, -1) and v2=(1, 1)

Solution

Given the Cartesian coordinates x=(2,1)x = (-2, -1), we need to express this point as a linear combination of the given basis vectors v1=(1,1)v_1 = (1, -1) and v2=(1,1)v_2 = (1, 1).

Let the expression for xx in terms of v1v_1 and v2v_2 be:

x=c1v1+c2v2x = c_1 v_1 + c_2 v_2

This means we want to solve for the scalars c1c_1 and c2c_2, where:

(2,1)=c1(1,1)+c2(1,1)(-2, -1) = c_1 (1, -1) + c_2 (1, 1)

Writing this as a system of equations:

2=c1(1)+c2(1)(for the x-component)-2 = c_1 (1) + c_2 (1) \quad \text{(for the x-component)} 1=c1(1)+c2(1)(for the y-component)-1 = c_1 (-1) + c_2 (1) \quad \text{(for the y-component)}

System of equations:

  1. c1+c2=2c_1 + c_2 = -2
  2. c1+c2=1-c_1 + c_2 = -1

We can solve this system by adding both equations:

(c1+c2)+(c1+c2)=2+(1)(c_1 + c_2) + (-c_1 + c_2) = -2 + (-1) 2c2=32c_2 = -3 c2=32c_2 = -\frac{3}{2}

Substitute c2=32c_2 = -\frac{3}{2} into the first equation:

c1+(32)=2c_1 + \left(-\frac{3}{2}\right) = -2 c1=2+32=42+32=12c_1 = -2 + \frac{3}{2} = -\frac{4}{2} + \frac{3}{2} = -\frac{1}{2}

Thus, the coordinates of xx in terms of the basis vectors v1v_1 and v2v_2 are:

x=12v132v2x = -\frac{1}{2} v_1 - \frac{3}{2} v_2

Or more clearly:

x=(12,32)in the basis {v1,v2}x = \left( -\frac{1}{2}, -\frac{3}{2} \right) \quad \text{in the basis} \ \{v_1, v_2\}

Would you like more details or clarifications?

Related questions:

  1. How can we verify that these coordinates are correct?
  2. What is the geometric interpretation of changing basis?
  3. How do we find the inverse of a 2x2 matrix in the case of basis transformation?
  4. What if the vectors v1v_1 and v2v_2 were not linearly independent?
  5. How would this process change in higher dimensions, say for 3D space?

Tip:

When expressing a vector in a new basis, you're essentially reinterpreting the vector in terms of a different set of directions, which can simplify certain calculations depending on the problem.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Coordinate Transformation
Basis Vectors

Formulas

x = c1 * v1 + c2 * v2
System of equations: c1 + c2 = -2, -c1 + c2 = -1

Theorems

Linear combination of basis vectors
System of linear equations

Suitable Grade Level

Undergraduate / High School Advanced Math