Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
Probability EQ: What’s the chance you’re going to understand this? Deal or No Deal In the game show Deal or No Deal, contestants play and deal for up to $1,000,000. By collecting and analyzing data, you can determine the chances of winning $1,000,000. Each game consists of 26 briefcases containing dollar amounts ranging from $.01 to $1,000,000. Without knowing the amount in each briefcase, the contestant chooses one briefcase, which remains sealed until the end of the game. In each round, a predetermined number of the remaining briefcases are opened revealing the amount in each. At the end of each round, the “Banker” offers the contestant an amount of cash based on the amounts still left in the unopened briefcases, in exchange for the contestant’s briefcase. The contestant can either accept the Banker’s offer and end the game or continue to the next round. If the contestant never accepts an offer an all other briefcases have been opened, then the contestant receives what is in the briefcase he or she chose at the beginning of the game. Basic Questions: What is the probability that the first briefcase chosen contains $1,000,000? 1 .0385 3.85% 26 If seven of the briefcases have at least $100,000, what is the probability of wining at least $100,000? 7 .2692 26.92% 26 What is the probability of a contestant choosing a briefcase with less than $100,000? 26 7 19 .7308 73.08% 26 26 Sooo… What is the whole idea? Law of large numbers (LLN): As the number of independent trials increases, the long-run relative frequency of repeated events gets closer and closer to a single value. To understand the “big idea” we are going to take a look at similulations. Ex: Simulate flipping a coin Using random numbers we can flip an imaginary coin: 1. Define the events? Heads or Tails 2. Assign random numbers to events? Using digits 0 to 9: Using digits 1 and 2: 0-4 = Heads 5-9 = Tails Even = Heads Odd = Tails 1=Heads 3. Decide on how many trials. 4. Execute simulation 2 = Tails Results of simulation Trial 1: {1111211121} Results: P(T) = 2/10 P(H)=8/10 Trial 2: {2212211221} Results: P(T) = 6/10 P(H)=4/10 Trial 3: {1222112111} Results: P(T) = 4/10 P(H)=6/10 Combined Results: P(T) = 12/30 P(H) = 18/30 Chance behavior is RANDOM in the short run Empirical Probability: the probability resulting from observing a phenomenon Simulation vs. Reality Theoretical probability: mathematical model of random phenomenon Theoretical probability of flipping a coin: P( Heads ) event of interest 1 possible events 2 According to LLN, as the number of trials increase the empirical probability will equal the theoretical probability. Probability models Terminology Trial: a random event Outcome: the value of the random event Sample space: the set of all possible outcomes Sample Spaces List the sample space for each of the following. 1. Flip 3 coins, one after the other. S={HHH, HHT, HTT, HTH, THH, THT, TTH, TTT} 2. Roll two dice; record the sum of the numbers showing S={2,3,4,5,6,7,8,9,10,11,12} Creating Probability Models Why are they useful???? To determine is something is fair!!! (ie equally likely) We can create the model by determining the number of ways you can achieve each outcome. Creating Probability Models Let’s take a look at our last example… Determine the number of way we can achieve each outcome. Event Possible outcomes to achieve event Sum of the outcomes Creating Probability Models Now, let’s find the probability that each will occur. Determine the number of way we can achieve each outcome. Event Probability What do you notice about the sum of the probabilities above? Probability models Properties 0 P( A) 1 P (Sample Space) 1 The probability of an event is between 0 and 1 The set of all outcomes of a trial must have probability 1 P( A) 1 P( AC ) or P( A) 1 P( A ) The Probability of an event occurring is 1 minus the Probability that it does not occur. P( A B) P( A or B) P( A) P( B) P( A B) P( A and B) P( A) * P( B) If events are disjoint If events are independent Example In 2001 M&M’s decided to add another color to the standard color lineup of brown, yellow, red orange, blue and green. To decide which color to add, they surveyed people in nearly every country of the world and asked them to vote among purple pink and teal. The winner was purple. In the U.S. 42% of those who voted said purple, 37% said teal, and only 19% said pink. In Japan the percentages were 38% pink, 36% teal, and only 16% purple. Using Japan’s percentages answer the following questions. List the sample space for the random event of choosing a color Verify that the first two properties are true. 0 P( A) 1 P (Sample Space) 1 Identify a new event for no preference (none) and assign it a probability. P(pink)=.38 P(teal)=.36 P(purple)=.16 P(none) =.10 1. What is the probability that a Japanese survey respondent selected at random preferred either pink or teal? P(pink or teal ) P( Pink ) P(teal ) .38 .36 .74 2. If we pick two respondents at random, what is the Probability that they both said purple? P(purple and purple ) P( purple ) * P( purple ) (.16)(. 16) .0256 3. If we pick three respondents at random, what is the Probability that at least one preferred purple? P(at least one purple) 1 P(none picked purple ) 1 (.84)(.84)(.84) .407 The hard way: P(at least one purple) P(1 purple and 2 not purple) P(2 purple and 1 not purple) P(3 purple) P(at least one purple) 3(.16)(.84)(.84) 3(.16)(.16)(.84) (.16)(.16) (.16) P(at least one purple) .407 Can you count the ways….. You are purchasing a new car. The possible manufacturers, car sizes, and colors are listed. Manufacture: Ford, GM, Honda Car size: compact, midsize Color: white (W), red (R), black (B), green (G) How many different ways can you select one manufacturer, one care size, and one color? Can you count the ways….. Let’s Diagram it!!!!!! So the total number of ways = Fundamental Counting Principle If one event can occur in m ways and a second event can occur in n ways, the number of ways the two events can occur in sequence is m*n. Can you count the ways….. Using our prior example for purchasing a new car Number of ways to choose manufacturer = Number of ways to choose a size = Number of ways to choose a color = How many different ways can you select one manufacturer, one care size, and one color (using fundamental counting principle)?