Example 4.1 (forecasting the weather) Suppose that the chance of rain tomorrow depends on previous weather conditions only through whether or not it is raining today and not on past weather conditions. Suppose also that if it rains today, then it will rain tomorrow with probability alpha; and if it does not rain today, then it will rain tomorrow with probability beta.