Math Problem Statement

Suppose we select 2n distinct points independently and uniformly at random on the border of a circle, and label them p1 through p2n counter-clockwise (i.e. point p2 is counter-clockwise from point p1). (a) In the case where n = 2, we have four distinct points on the circle. If we select two of these points uniformly at random and draw a line segment between them, and then draw a line segment between the remaining two points, what is the probability that these line segments intersect? Hint: Consider the different cases corresponding to the point p1 is paired with. (b) Suppose we repeat the procedure in (a) where we select two points at random and draw a line segment between them. We’ll call this line segment ℓ1. We repeat this again with the 2n − 2 remaining points, creating a line segment ℓ2, etc., until we have drawn n line segments: ℓ1, . . . , ℓn. After this procedure is completed, what is the expected number of intersections? Your answer should be in terms of n. Hint: Use indicator random variables

Solution

Part (a): Probability of intersection for n=2n = 2

Problem Setup

We are given 4 points (p1,p2,p3,p4p_1, p_2, p_3, p_4) on a circle, labeled counter-clockwise. We randomly pair them into two line segments. There are three distinct pairing possibilities:

  1. {(p1,p2),(p3,p4)}\{(p_1, p_2), (p_3, p_4)\}
  2. {(p1,p3),(p2,p4)}\{(p_1, p_3), (p_2, p_4)\}
  3. {(p1,p4),(p2,p3)}\{(p_1, p_4), (p_2, p_3)\}

We need to calculate the probability that the two line segments intersect.

Key Insight

For two line segments to intersect, one endpoint of each segment must lie "inside" the other segment's endpoints in the cyclic order. In the context of the circle:

  • Two line segments intersect if and only if their endpoints are interleaved in the circular order. For example:
    • If the segments are (p1,p3)(p_1, p_3) and (p2,p4)(p_2, p_4), the order p1,p2,p3,p4p_1, p_2, p_3, p_4 ensures intersection.
    • If the order is p1,p3,p2,p4p_1, p_3, p_2, p_4, there is no intersection.

Enumerating Cases

For 4 points, there are (42)/2=3\binom{4}{2} / 2 = 3 ways to pair the points. Let us examine these pairings:

  1. (p1,p2),(p3,p4)(p_1, p_2), (p_3, p_4): No interleaving, so no intersection.
  2. (p1,p3),(p2,p4)(p_1, p_3), (p_2, p_4): Interleaved, so they intersect.
  3. (p1,p4),(p2,p3)(p_1, p_4), (p_2, p_3): Interleaved, so they intersect.

Thus, in 22 out of 33 cases, the segments intersect.

Probability

The probability of intersection is: P(intersection)=Number of intersecting casesTotal number of cases=23.P(\text{intersection}) = \frac{\text{Number of intersecting cases}}{\text{Total number of cases}} = \frac{2}{3}.


Part (b): Expected number of intersections for general nn

Problem Setup

We now generalize to 2n2n points. After randomly pairing these points into nn line segments, we need to compute the expected number of intersections among these nn line segments.

Key Insight

Let i\ell_i and j\ell_j denote two line segments. The probability that i\ell_i and j\ell_j intersect depends only on the cyclic order of the endpoints, and as in part (a), this probability is 13\frac{1}{3}.

Using Indicator Variables

Define an indicator random variable:

\begin{cases} 1 & \text{if line segments } \ell_i \text{ and } \ell_j \text{ intersect}, \\ 0 & \text{otherwise}. \end{cases}$$ The total number of intersections is: $$X = \sum_{1 \leq i < j \leq n} I_{ij}.$$ The expected value of $$X$$ is given by: \[ \mathbb{E}[X] = \sum_{1 \leq i < j \leq n} \mathbb{E}[I_{ij}]. \] Since $$\mathbb{E}[I_{ij}] = P(\ell_i \text{ and } \ell_j \text{ intersect}) = \frac{1}{3}$$, we have: $$\mathbb{E}[X] = \frac{1}{3} \sum_{1 \leq i < j \leq n} 1.$$ #### Number of Pairs The total number of pairs of line segments is $$\binom{n}{2} = \frac{n(n-1)}{2}$$. Thus: $$\mathbb{E}[X] = \frac{1}{3} \cdot \frac{n(n-1)}{2}.$$ Simplifying: $$\mathbb{E}[X] = \frac{n(n-1)}{6}.$$ --- ### Final Answers 1. **Part (a):** The probability of intersection for $$n = 2$$ is: $$P(\text{intersection}) = \frac{2}{3}.$$ 2. **Part (b):** The expected number of intersections for general $$n$$ is: $$\mathbb{E}[X] = \frac{n(n-1)}{6}.$$ --- ### Follow-Up Questions 1. How does the probability of intersection change if points are not uniformly distributed? 2. What is the variance of the number of intersections for general $$n$$? 3. Can you derive a closed formula for the probability of intersection for $$n = 3$$? 4. How would the solution change if points were chosen randomly in the interior of the circle instead of on its border? 5. Can this approach be extended to higher-dimensional analogs, such as line segments in a sphere? ### Tip When using indicator variables, ensure independence or correctly account for correlations to avoid incorrect expectations.

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Math Problem Analysis

Mathematical Concepts

Combinatorics
Probability Theory
Random Variables
Indicator Variables
Geometric Probability

Formulas

Probability of intersection for two line segments = 2/3 (n=2 case)
Expected number of intersections = (n(n-1))/6

Theorems

Linear Pairing Probability
Expectation of Indicator Variables

Suitable Grade Level

Undergraduate Mathematics