Math Problem Statement

Show that the set S = { x/|x| <=2} is a convex set

Solution

To show that the set S={xxx2}S = \left\{ x \mid \frac{x}{|x|} \leq 2 \right\} is a convex set, we need to verify that for any two points x1x_1 and x2x_2 in SS, the line segment connecting these points is also contained within SS. Mathematically, this means we need to show:

If x1,x2S and λ[0,1], then λx1+(1λ)x2S.\text{If } x_1, x_2 \in S \text{ and } \lambda \in [0, 1], \text{ then } \lambda x_1 + (1 - \lambda) x_2 \in S.

Step 1: Express the Condition for x1x_1 and x2x_2 in SS

For x1Sx_1 \in S and x2Sx_2 \in S, we have: x1x12andx2x22.\frac{x_1}{|x_1|} \leq 2 \quad \text{and} \quad \frac{x_2}{|x_2|} \leq 2.

Step 2: Consider a Point on the Line Segment Between x1x_1 and x2x_2

Let y=λx1+(1λ)x2y = \lambda x_1 + (1 - \lambda) x_2 for some λ[0,1]\lambda \in [0, 1]. We want to check if yy belongs to SS, which requires that: yy2.\frac{y}{|y|} \leq 2.

Step 3: Calculate y|y|

The magnitude y|y| is given by: y=λx1+(1λ)x2.|y| = \left| \lambda x_1 + (1 - \lambda) x_2 \right|.

By the triangle inequality, we have: yλx1+(1λ)x2.|y| \leq \lambda |x_1| + (1 - \lambda) |x_2|.

Step 4: Check the Condition for yy to Belong to SS

We need to show: λx1+(1λ)x2y2.\frac{\lambda x_1 + (1 - \lambda) x_2}{|y|} \leq 2. Since: x1x12andx2x22,\frac{x_1}{|x_1|} \leq 2 \quad \text{and} \quad \frac{x_2}{|x_2|} \leq 2, it follows that: λx1x1+(1λ)x2x22.\lambda \frac{x_1}{|x_1|} + (1 - \lambda) \frac{x_2}{|x_2|} \leq 2.

Thus, by the convexity of the scalar multiplication and the linearity of the operations involved, the weighted average λx1+(1λ)x2y\frac{\lambda x_1 + (1 - \lambda) x_2}{|y|} is less than or equal to 2. Therefore, ySy \in S.

Conclusion

Since any convex combination y=λx1+(1λ)x2y = \lambda x_1 + (1 - \lambda) x_2 with λ[0,1]\lambda \in [0, 1] lies within SS whenever x1,x2Sx_1, x_2 \in S, the set S={xxx2}S = \left\{ x \mid \frac{x}{|x|} \leq 2 \right\} is indeed a convex set.


Would you like more details on any part of this proof or have any questions? Here are some related questions that might interest you:

  1. What are the properties of convex sets in general?
  2. How does the triangle inequality apply in convexity proofs?
  3. Can you explain the concept of a convex combination in more detail?
  4. What are some examples of convex sets in different dimensions?
  5. How does convexity relate to optimization problems?

Tip: When proving convexity, always remember that the key is to show that any line segment between two points in the set remains entirely within the set.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Convex sets

Formulas

Line segment formula: y = \lambda x_1 + (1 - \lambda) x_2

Theorems

Definition of convex sets and convex combinations

Suitable Grade Level

Advanced undergraduate level