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Probability (Advanced)

Harder items at competition-adjacent depth.

Phase 2 · Gaokao

Probability: core idea

Conditional tables.

Example problem: hint and answer

Bayes: disease prior 0.010.01, test + if sick 0.990.99, false + 0.050.05. Approx posterior? Enter nearest percent.

Hint: Classic Bayes ~16.5%. Answer: 17.

Practice (9 problems — type your answers)

  • 1. A binomial random variable has n=100n=100 trials and success probability p=0.5p=0.5. What is its mean?

  • 2. Covariance independent?

  • 3. Expected return: win 1010 with p=0.4p=0.4 else 00: expectation?

  • 4. Assuming 365 equally likely birthdays, is the probability that at least two of 23 people share a birthday greater than 1/21/2? Enter 1 for yes or 0 for no.

  • 5. Geometric p=1/3p=1/3: expected trials to first success?

  • 6. Frequency: 45 heads in 100: estimate pp?

  • 7. Conditional expectation: E[X∣X>0]E[X|X>0] for fair die — average of 1..61..6?

  • 8. Model: Poisson λ=1\lambda=1: P(0)P(0)?

  • 9. Repeated: P(at least one 6 in 2 dice)P(\text{at least one 6 in 2 dice})?

Probability Practice Problems — Advanced