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Calculate the expected number of throws until a game stops when specific coin toss sequences occur | Step-by-Step Solution

StatisticsProbability Theory
Explained on January 20, 2026
šŸ“š Grade 9-12šŸ”“ Hardā±ļø 20+ min
Problem

Problem

Solution to Question 3.7: Derive the distribution of the game length. Let N denote the number of throws until the game stops, N ∈ {2,3,...}. Analyze the probability of the game ending after k throws by considering different throw sequences.

šŸŽÆ What You'll Learn

  • Calculate expected game length using probability theory
  • Understand geometric distribution applications
  • Analyze sequential probability events

Prerequisites: Basic probability theory, Geometric series understanding, Conditional probability

šŸ’” Quick Summary

Hi there! This is a really interesting probability problem that deals with finding expected values for stopping times - a classic topic in probability theory. To get started, I'd encourage you to think carefully about what exactly causes the game to stop, since that's the key to determining when N equals 2, 3, 4, or more throws. What specific sequence patterns or conditions would end the game, and how can you systematically count all the different ways to reach each possible game length? You'll want to consider the fundamental counting principle and remember that for the game to end at exactly throw k, it must "survive" all the previous throws without ending early. Why don't you start by listing out some specific sequences that would cause the game to stop after just 2 throws, then work your way up to longer sequences?

Step-by-Step Explanation

šŸŽ² Let's Explore Game Length Distribution!

What We're Solving:

We need to find the probability distribution for N, the number of throws until a game stops. The game can end after 2, 3, 4, or more throws, and we want to understand what sequences lead to each possible game length.

The Approach:

Think of this like analyzing all the different ways a story can end! We'll work systematically:
  • First, figure out what conditions make the game stop
  • Then, count all the ways to reach each possible game length
  • Finally, calculate the probability for each scenario
The key insight is that we need to consider all possible sequences that lead to the game ending at exactly throw k, while making sure the game doesn't end before throw k.

Step-by-Step Solution:

Step 1: Understand the stopping condition First, we need to know what makes the game stop. Since this isn't fully specified in your problem, I'll assume a common scenario: the game stops when we get two consecutive identical outcomes (like HH or TT in coin flips).

Step 2: Analyze the minimum case (N = 2)

  • Game ends after 2 throws: We need identical outcomes
  • Possible sequences: HH, TT
  • If each throw has probability 1/2: P(N = 2) = P(HH) + P(TT) = 1/4 + 1/4 = 1/2
Step 3: Work through N = 3
  • For the game to end at throw 3, it must NOT end at throw 2, but MUST end at throw 3
  • This means throws 1 and 2 are different, but throws 2 and 3 are the same
  • Possible sequences: HTT, THH
  • P(N = 3) = P(HTT) + P(THH) = 1/8 + 1/8 = 1/4
Step 4: Find the general pattern for P(N = k) For the game to end at throw k:
  • The game must "survive" throws 1 through k-1 (not end early)
  • The stopping condition must be met at throw k
Following this logic:
  • P(N = k) = (1/2)^(k-1) Ɨ (1/2) = (1/2)^k for k ≄ 2
Step 5: Verify our distribution Check that probabilities sum to 1: āˆ‘(k=2 to āˆž) (1/2)^k = 1/4 + 1/8 + 1/16 + ... = 1/4 Ɨ (1/(1-1/2)) = 1/2 Ɨ 1 = 1/2

The Answer:

The distribution depends on the specific game rules, but the general form is: P(N = k) = (probability of surviving k-1 throws) Ɨ (probability of stopping at throw k)

For the example I used: P(N = k) = (1/2)^k for k ≄ 2

Memory Tip:

Remember the "survival story" approach: For any throw k, ask yourself "How can I survive until throw k-1, then stop at exactly throw k?" This systematic thinking helps you avoid missing cases or double-counting sequences!

āš ļø Common Mistakes to Avoid

  • Misunderstanding sequence probabilities
  • Incorrectly calculating geometric series
  • Overlooking conditional probability nuances

This explanation was generated by AI. While we work hard to be accurate, mistakes can happen! Always double-check important answers with your teacher or textbook.

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šŸ“· Problem detected:

Solve: 2x + 5 = 13

Step 1:

Subtract 5 from both sides...

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