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Week 10 - Monday What did we talk about last time? Combinations Binomial theorem A bundle of 120 wires has been laid underground between two telephone exchanges 10 miles apart Unfortunately, it was discovered that the individual wires are not labeled Visually, there is no way of knowing which wire is which, making connections at either end impossible Your job is to label the wires at both ends Walking is your only transportation You have a battery and a light bulb to test continuity You have tape and a pen for labeling the wires What is the shortest distance in miles you will need to walk to correctly identify and label each wire? Consider the numbers 1 through 99,999 in their ordinary decimal representations. How many contain exactly one of each of the digits 2, 3, 4, and 5? For example, 53,142 counts but 53,541 does not On an 8 × 8 chessboard, a rook is allowed to move any number of squares either horizontally or vertically. How many different paths can a rook follow from the bottom-left square of the board to the top-right square of the board if all moves are to the right or upward? Hint: Think of representing each move as an R or a U A bakery produces six different kinds of pastry, one of which is eclairs. Assume there are at least 20 pastries of each kind. How many different selections of twenty pastries are there? How many different selections of twenty pastries are there if at least three must be eclairs? How many different selections of twenty pastries contain at most two eclairs? How many different solutions are there to the following equation, assuming that each xi is a nonnegative integer? x1 + x2 + x3 = 20 What if each xi is a positive integer? a + b is called a binomial Using combinations (or Pascal's Triangle) it is easy to compute (a + b)n n n k k n (a b) a b k 0 k n Compute (2x + 3)7 using the binomial theorem Student Lecture If n pigeons fly into m pigeonholes, where n > m, then there is at least one pigeonhole with two or more pigeons in it More formally, if a function has a larger domain than co-domain, it cannot be one-to-one We cannot say exactly how many pigeons are in any given holes Some holes may be empty But, at least one hole will have at least two pigeons A sock drawer has white socks, black socks, and red argyle socks, all mixed together, What is the smallest number of socks you need to pull out to be guaranteed a matching pair? Let A = {1, 2, 3, 4, 5, 6, 7, 8} If you select five distinct elements from A, must it be the case that some pair of integers from the five you selected will sum to 9? If n pigeons fly into m pigeonholes, and for some positive integer k, n > km, then at least one pigeonhole contains k + 1 or more pigeons in it Example: In a group of 85 people, at least 4 must have the same last initial Let A and B be events in the sample space S 0 ≤ P(A) ≤ 1 P() = 0 and P(S) = 1 If A B = , then P(A B) = P(A) + P(B) It is clear then that P(Ac) = 1 – P(A) More generally, P(A B) = P(A) + P(B) – P(A B) All of these axioms can be derived from set theory and the definition of probability What is the probability that a card drawn randomly from an Anglo-American 52 card deck is a face card (jack, queen, or king) or is red (hearts or diamonds)? Hint: Compute the probability that it is a face card Compute the probability that it is red Compute the probability that it is both Expected value is one of the most important concepts in probability, especially if you want to gamble The expected value is simply the sum of all events, weighted by their probabilities If you have n outcomes with real number values a1, a2, a3, … an, each of which has probability p1, p2, p3, … pn, then the expected value is: n a p k 1 k k A normal American roulette wheel has 38 numbers: 1 through 36, 0, and 00 18 numbers are red, 18 numbers are black, and 0 and 00 are green The best strategy you can have is always betting on black (or red) If you bet $1 on black and win, you get $1, but you lose your dollar if it lands red What is the expected value of a bet? Given that some event A has happened, the probability that some event B will happen is called conditional probability This probability is: P ( A B) P(B | A) P( A) Given two, fair, 6-sided dice, what is the probability that the sum of the numbers they show when rolled is 8, given that both of the numbers are even? Let sample space S be a union of mutually disjoint events B1, B2, B3, … Bn Let A be an event in S Let A and B1 through Bn have non-zero probabilities For Bk where 1 ≤ k ≤ n P( A | Bk ) P(Bk ) P(Bk | A) P( A | B1 ) P(B1 ) P( A | B2 ) P(B2 ) ... P( A | Bn ) P(Bn ) Bayes' theorem is often used to evaluate tests that can have false positives and false negatives Consider a test for a disease that 1 in 5000 people have The false positive rate is 3% The false negative rate is 1% What's the probability that a person who tests positive for the disease has the disease? Let A be the event that the person tests positively for the disease Let B1 be the event that the person actually has the disease Let B2 be the event that the person does not have the disease Apply Bayes' theorem If events A and B are events in a sample space S , then these events are independent if and only if P(A B) = P(A)∙P(B) This should be clear from conditional probability If A and B are independent, then P(B|A) = P(B) P ( A B) P(B | A) P(B) P( A) P( A) P(B) P( A B) Finish probability Graph basics Finish reading Chapter 9 Work on Homework 8 Due next Friday Start reading Chapter 10