Sec. 5.1 & 5.2: Idea of Probability and Probability Models Basic Vocabulary: Law of Large Numbers: the proportion of times that a pa4rticular outcome occurs in many repetition s will approach a single number. Probability: Long-run relative frequency of a chance outcome. Always a number between 0 and 1 Probability of 0 means it never occurs Probability of 1 means it always occurs **Long series of repetitions Trials must be INDEPENDENT! Ways to determine probability: 1. Empirical study actually observe outcomes 2. Compute theoretical probabilities (Sec. 5.2) 3. Educated guess Random: individual outcomes are uncertain, but there is a regular pattern (distribution) in a large number of repetitions. - Flipping (a fair) coin - Random Number Tables - Rolling dice - Drawing from a hat Discuss Example on p. 295, Aren’t We Due for a Boy? Sample Space, S: the set of all possible outcomes Outcome: a single possible result Probability Model: a description of some chance process consisting of 2 parts: a sample space and a probability for each outcome. Event: a collection of outcomes. Subset of the Sample space. Designated by capital letters. Example: Craps (rolling 2 dice): How many ways can we roll two dice? S= 11 12 13 14 15 16 21 22 23 24 25 26 31 32 33 34 35 36 41 42 43 44 45 46 51 52 53 54 55 56 61 62 63 64 65 66 36 possible outcomes (first die, second die) **Event A: “Roll a 5” (sum of 5 in Craps) A = {1 4, 2 3, 3 2, 4 1} 4 out of 36 So P(A) = 4/36 = 1/9 Gamblers only care about number of dots showing. Sample space for this: (Remember we’re talking about the SUM of the two dice) S = {2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12} 1+1 6+6 Multiplication principle: If you can do one task m number of ways and the other task n number of ways, both can be done m x n numbers of ways. Example: Craps Example: Flipping Coin, Tossing Die 2 dice First die 1, 2, 3, 4, 5, 6 Second die 1, 2, 3, 4, 5, 6 6 6 6 x 6 = 36 outcomes Coin H, T Die 1, 2, 3, 4, 5, 6 2 6 2 x 6 = 12 outcomes Example: Flipping 4 coins 2 x 2 x 2 x 2 = 16 outcomes *You can define your sample space differently depending on the problem. Ex. When flipping 4 coins, how many heads? 0 Heads TTTT 1 Head HTTT THTT TTHT TTTH 2 Heads HHTT HTHT HTTH THHT THTH TTHH HW: p. 300 # 1, 3, 9, 11 & p. 314 # 39, 41 S = {0, 1, 2, 3, 4} 3 Heads HHHT HHTH HTHH THHH 4 Heads HHHH