w5-2 Expectation

Expectation as a fair price

  • Expectation ~ weighted average (over probability) of possible outcomes/values
  • Probability (say of a Bernoulli random variable, a coin toss, X=1 if head and X=0 if tail) as a probability
    $$P(X=1) = E(X) = 0 P(X=0)+ 1 P(X=1).$$
  • Long-run frequency interpretation of a probability
  • Random vending machine: 是否可接受這樣的販賣機取決於你是否是一個經常使用者。一次,甚至少數次,的使用不見得可以感覺到機率的作用。
  • Gambler’s ruin theorem
  • St. Petersburg’s paradox