A simpler problem: one item
Milk-buying habits modeled by biased coin
Customer tosses this coin to decide whether to buy milk
- Head or “1” denotes “basket contains milk”
- Coin bias is Pr[milk]
Analyst wants to study Pr[milk] along time
- Single coin with fixed bias is not interesting
- Changes in bias are interesting