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
Problem Setup
We are given 4 points () on a circle, labeled counter-clockwise. We randomly pair them into two line segments. There are three distinct pairing possibilities:
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 and , the order ensures intersection.
- If the order is , there is no intersection.
Enumerating Cases
For 4 points, there are ways to pair the points. Let us examine these pairings:
- : No interleaving, so no intersection.
- : Interleaved, so they intersect.
- : Interleaved, so they intersect.
Thus, in out of cases, the segments intersect.
Probability
The probability of intersection is:
Part (b): Expected number of intersections for general
Problem Setup
We now generalize to points. After randomly pairing these points into line segments, we need to compute the expected number of intersections among these line segments.
Key Insight
Let and denote two line segments. The probability that and intersect depends only on the cyclic order of the endpoints, and as in part (a), this probability is .
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.Ask a new question for Free
By Image
Drop file here or Click Here to upload
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
Related Recommendation
Expected Number of People Shorter Than Neighbors in a Circular Seating Arrangement
Probability in Circle Intersection: Distance from Origin Less Than 3 Units
Counting the Number of Line Segments Connecting Circles
Probability of Overlapping Line Segments on the x-axis
Probability of Determining Perpendicular Bisector and Collinearity in Geometry