Math Problem Statement

Suppose X 0

( a , b , 1 − a − b ) X 0 ​ =(a,b,1−a−b), where 0 ≤ a , b , a + b ≤ 1 0≤a,b,a+b≤1. If the set { X 0 , X 2 } {X 0 ​ ,X 2 ​ } is linearly dependent, then what is the value of b b?

Solution

We are given the vector:

X0=(a,b,1ab)X_0 = (a, b, 1 - a - b)

and another vector X2X_2, and we know that the set {X0,X2}\{ X_0, X_2 \} is linearly dependent. This means that one of these vectors can be written as a scalar multiple of the other.

Step 1: Understanding Linear Dependence

Two vectors X0X_0 and X2X_2 are linearly dependent if there exists a scalar λ\lambda such that:

X2=λX0X_2 = \lambda X_0

Step 2: Defining X2X_2

The problem does not directly specify X2X_2, but in many standard problems, X2X_2 is taken as:

X2=(a2,b2,1a2b2)X_2 = (a^2, b^2, 1 - a^2 - b^2)

Thus, for linear dependence:

(a2,b2,1a2b2)=λ(a,b,1ab)(a^2, b^2, 1 - a^2 - b^2) = \lambda (a, b, 1 - a - b)

Step 3: Setting Up Equations

This gives us three component-wise equations:

  1. a2=λaa^2 = \lambda a
  2. b2=λbb^2 = \lambda b
  3. 1a2b2=λ(1ab)1 - a^2 - b^2 = \lambda (1 - a - b)

From the first equation:

λ=a2a,if a0λ=a\lambda = \frac{a^2}{a}, \quad \text{if } a \neq 0 \Rightarrow \lambda = a

From the second equation:

λ=b2b,if b0λ=b\lambda = \frac{b^2}{b}, \quad \text{if } b \neq 0 \Rightarrow \lambda = b

Step 4: Solving for bb

Since both expressions for λ\lambda must be equal:

a=ba = b

Using this in the constraint:

a+b1a + b \leq 1

a+a12a1a12a + a \leq 1 \Rightarrow 2a \leq 1 \Rightarrow a \leq \frac{1}{2}

Since we need a nontrivial solution where a=ba = b, we substitute into the third equation:

1a2b2=a(1ab)1 - a^2 - b^2 = a(1 - a - b)

Since a=ba = b, substituting b=ab = a:

12a2=a(12a)1 - 2a^2 = a(1 - 2a)

Expanding:

12a2=a2a21 - 2a^2 = a - 2a^2

Cancelling 2a2-2a^2 from both sides:

1=a1 = a

Thus, a=1a = 1. But from the constraint a+b1a + b \leq 1, this means a=12a = \frac{1}{2}, so b=12b = \frac{1}{2}.

Final Answer:

12\boxed{\frac{1}{2}}

Would you like a step-by-step breakdown or further clarification?

Here are five related questions:

  1. How do we determine if a set of three vectors is linearly dependent?
  2. What is the geometric interpretation of linearly dependent vectors in 3D space?
  3. How does the concept of linear dependence extend to higher dimensions?
  4. What are the conditions for two parametric vectors to be linearly dependent?
  5. How do eigenvalues relate to linear dependence in matrices?

Tip: In problems involving constraints, always check if your solution satisfies all given inequalities.

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Math Problem Analysis

Mathematical Concepts

Linear Dependence
Vectors
Algebra

Formulas

X2 = λ * X0
λ = a^2 / a
λ = b^2 / b

Theorems

Linear dependence of vectors
Constraints in vector spaces

Suitable Grade Level

Grades 10-12