Katkat

Solve coin probability and Bayesian inference problems

Five RingsData Scientist · Online Assessment

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This question evaluates probabilistic reasoning, stochastic-process intuition (pattern waiting times and runs), expected-value calculations, and Bayesian parameter estimation competency.

Answer the following coin-related statistics questions:

  1. You repeatedly toss a fair coin. What is the probability that the pattern HHH appears before the pattern THH?
  2. You toss a fair coin 15 times. What is the expected length of the longest consecutive run of heads?
  3. Let θ be the probability of heads for a coin with prior density p(θ) ∝ θ^3 for θ ∈ [0, 1]. After observing 4 tosses, all of which are heads, what is the posterior distribution of θ?