Exercise · ZW-BAYES-THEOREM-002 · ★☆☆ Basic

A coin is either fair or two-headed, with equal probability. It is tossed once and shows heads. What is the probability that it is the two-headed coin?

Choose one option.

Show answer
  • A. 2/3

Explanation

\(\dfrac{1\cdot\frac12}{1\cdot\frac12+\frac12\cdot\frac12}=\dfrac{1/2}{3/4}=\dfrac23\).

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Review the concept: Bayes' theorem

Bayes' theorem inverts a conditional probability: it gives the probability \(P(B_j\mid A)\) of a cause \(B_j\) given an observed effect \(A\), from the probability of the effect given that cause.

\[P(B_j\mid A)=\frac{P(A\mid B_j)\,P(B_j)}{\sum_{i}P(A\mid B_i)\,P(B_i)}\]

More practice problems: bayes' theorem

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