Math Problem Statement

Which one of the following statements is true?

Question 1Answer

a. A convex set can have infinite many extreme points.

b. A linear Programming problem can have infinite many extreme points.

c. A linear programming problem can have exactly two different optimal solutions.

d. A linear programming problem can not have non-basic optimal solution.

Solution

Let's analyze each statement to determine which one is true:

a. A convex set can have infinitely many extreme points.

  • This is true. For example, a convex set like a circle has infinitely many extreme points (the points on the perimeter).

b. A linear programming problem can have infinitely many extreme points.

  • This is generally false. A linear programming problem is typically defined on a convex polytope with a finite number of vertices (extreme points).

c. A linear programming problem can have exactly two different optimal solutions.

  • This is false. If a linear programming problem has multiple optimal solutions, they form a line segment (infinite solutions) rather than just two distinct points.

d. A linear programming problem cannot have non-basic optimal solutions.

  • This is false. Linear programming problems can have non-basic optimal solutions along the edges of the feasible region.

Conclusion:

The true statement is a. A convex set can have infinitely many extreme points.

Would you like further details or have any questions? Here are some related questions you might consider:

  1. What are examples of convex sets with infinitely many extreme points?
  2. How do extreme points relate to the feasibility of a linear programming problem?
  3. Can a linear programming problem have multiple optimal solutions without being unbounded?
  4. What is the significance of basic and non-basic solutions in linear programming?
  5. How is the convexity of a set determined mathematically?

Tip: Always visualize convex sets and their extreme points using graphs to better understand their properties!

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Linear Programming
Convex Sets
Optimization

Formulas

-

Theorems

Fundamental Theorem of Linear Programming

Suitable Grade Level

Grades 11-12