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Question

A day can only be cloudy or sunny. The probability of a day being cloudy is 0.5, independent of the condition on other days. What is the probability that in any given four days, there will be three cloudy days and one sunny day?

The correct answer is
1/4

This problem involves calculating probability for a sequence of independent events, which can be solved using the binomial probability formula.

Binomial Probability Calculation

We are given:

  • The probability of a day being cloudy, \( p = 0.5 \).
  • The probability of a day being sunny, \( q = 1 - p = 1 - 0.5 = 0.5 \).
  • The number of days observed, \( n = 4 \).
  • We want to find the probability of exactly 3 cloudy days (successes) and 1 sunny day (failure). Let \( k = 3 \).

The binomial probability formula is:

$ P(X=k) = \binom{n}{k} p^k q^{(n-k)} $

Here, \( \binom{n}{k} \) represents the number of combinations of choosing \( k \) successes from \( n \) trials.

Applying the Formula

  1. Calculate Combinations: Find the number of ways to choose 3 cloudy days out of 4. $ \binom{4}{3} = \frac{4!}{3!(4-3)!} = \frac{4!}{3!1!} = \frac{4 \times 3 \times 2 \times 1}{(3 \times 2 \times 1)(1)} = 4 $
  2. Calculate Probability of Specific Sequence: For any specific sequence with 3 cloudy days and 1 sunny day (e.g., CCCS), the probability is: $ p^3 q^1 = (0.5)^3 (0.5)^1 = (0.5)^4 $
  3. Calculate Total Probability: Multiply the number of combinations by the probability of one specific sequence. $ P(3 \text{ cloudy days}) = \binom{4}{3} \times (0.5)^3 \times (0.5)^1 $ $ P(3 \text{ cloudy days}) = 4 \times (0.5)^4 $ $ P(3 \text{ cloudy days}) = 4 \times \left(\frac{1}{2}\right)^4 $ $ P(3 \text{ cloudy days}) = 4 \times \frac{1}{16} $ $ P(3 \text{ cloudy days}) = \frac{4}{16} = \frac{1}{4} $

Final Probability

The probability of having exactly three cloudy days and one sunny day in any given four days is 1/4.

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