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Data Interview Question

Tangled Threads

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Solution & Explanation

The problem involves a probabilistic model where we have a bowl containing NN strands of spaghetti. Each spaghetti has two ends, resulting in a total of 2N2N ends. The goal is to understand the expected number of complete loops formed when randomly tying two ends together repeatedly until all ends are paired.

Key Concepts:

  1. Random Pairing: Each time you pick an end and pair it with another, two possibilities arise:

    • You form a loop if you tie an end to its corresponding end.
    • You extend a spaghetti if you tie an end to a different spaghetti's end.
  2. Probability of Forming a Loop:

    • For the first end picked, there are 2N12N - 1 other ends to choose from.
    • The probability that the chosen end forms a loop is 12N1\frac{1}{2N - 1}.
  3. Recursive Nature:

    • After each pair is formed, the problem reduces in size by one spaghetti, i.e., N1N-1 spaghettis and 2(N1)2(N-1) ends remain.
    • The probability of forming a loop in subsequent trials follows a similar pattern: 12(N1)1\frac{1}{2(N-1) - 1}, 12(N2)1\frac{1}{2(N-2) - 1}, etc.

Expected Number of Loops:

The expected number of loops, E[Nloops]E[N_{\text{loops}}], can be determined by summing the probabilities of forming a loop at each stage:

E[Nloops]=12N1+12N3+12N5++13+1E[N_{\text{loops}}] = \frac{1}{2N-1} + \frac{1}{2N-3} + \frac{1}{2N-5} + \ldots + \frac{1}{3} + 1

This is a telescoping series where each term represents the probability of forming a loop at each stage of the process.

Detailed Calculation:

  • First Trial:

    • Probability of forming a loop: 12N1\frac{1}{2N-1}
  • Second Trial:

    • After the first loop or extension, N1N-1 spaghettis remain.
    • Probability of forming a loop: 12(N1)1\frac{1}{2(N-1)-1}
  • Continue this process until all ends are paired.

Example Calculation:

For N=3N = 3:

  • Total Ends: 6
  • Expected Loops: E[3loops]=15+13+11.733E[3_{\text{loops}}] = \frac{1}{5} + \frac{1}{3} + 1 \approx 1.733

Conclusion:

The expected number of loops formed in the bowl is the sum of the probabilities of forming a loop at each stage, which is mathematically represented as a series of reciprocals of odd numbers starting from 12N1\frac{1}{2N-1} to 1. This solution leverages the symmetry and probabilistic nature of the problem, providing a clear formula to compute the expected value for any given NN.