The binomial distribution Throwing five dice Number of sixes Tally: Relative frequency 0 1 2 3 4 5 Throwing five dice Number of sixes 0 1 2 3 4 5 Probability What is the probability distribution? P A B Tree P A Pdiagram, A and B are independent B provided two dice 5 P(not six) 6 P(not six) 5 6 P(six) P(six) 5 1 P(not six, six) 6 6 1 6 P(not six) 5 5 5 P(no sixes) 6 6 6 5 6 1 6 1 P(six) 6 2 5 1 P (1 six) 2 6 6 1 5 P(six, not six) 6 6 1 1 1 P(two sixes) 6 6 6 2 2 2 5 1 1 5 P(any outcome) 2 1 6 6 6 6 The probability of all the equivalent paths is the same. We multiply by the number of possible paths. Tree diagram, three dice NS 5 5 5 5 P(no sixes) 6 6 6 6 3 NS 2 5 P(not six) 6 NS 5 1 P(one six) 3 6 6 S 3 2 3 S2 5 1 5 5 1 1 P(any outcome) 3 3 1 6 6 NS 6 6 6 6 2 5 1 NS P(two sixes) 3 1 S 6 6 P(six) 6 NS S S 1 1 1 1 P(3 sixes) 6 6 6 6 3 Two dice: Three dice: Number of sixes 0 Probability 5 6 Number of sixes 0 Probability “Pascal’s triangle” 5 6 2 1 2 5 1 2 6 6 1 6 1 3 2 2 2 5 1 3 6 6 5 1 3 6 6 3 2 1 6 3 Four dice: Number of sixes 0 1 2 3 4 Probability Five dice: Number of sixes Probability 0 1 2 3 4 5 Probability distribution for the number of sixes in 30 throws. Why “binomial”? 5 Let p = probability of 1, 2, 3, 4, or 5 6 1 Let q = probability of 6 6 2 2 p q p 2 pq q 2 3 2 2 3 p q p 3 p q 3 pq q 3 4 3 2 2 3 4 p q p 4 p q 6 p q 4 pq q 4 p q 5 p 5p q 10 p q 10 p q 5pq q 5 P(no sixes, five of anything else) 4 3 2 2 3 4 P(five sixes) 5 P X r Cr p q n r nr Probability of two sixes from 5 dice: 2 1 5 P X 2 C2 6 6 3 5 • X = the result of the experiment (number of successes) • r = a number in the range 0 to n n • C r "n choose r" is the number of ways of spelling a word ppqqq with r letter "p"s and n-r letter "q"s. • n = number of trials • p = probability of each “success” • q = 1-p = probability of each “failure” n C r calculates the numbers in Pascal's triangle 1 C 0 1, 1 C 0 1, 2 C 0 1, 3 4 C 0 1, 4 C1 2, 2 C1 3, 3 C1 4, All in this row will be 5C something C1 1 1 4 C2 1 2 C2 3, 2 C2 6, 4 C3 1 3 C3 4, 4 C4 1 Success or failure? • With 5 dice if just two are a “six”, the other 3 are “not six”: P 2 sixes P 3 not six The formula gives the same probability because Pascal's triangle is symmetrical, 5C2 5C 3 , 2 3 3 1 5 5 5 1 C2 C 3 6 6 6 6 5 2 A range of outcomes • With 20 coins, if we get 1 heads, there must be 19 tails: P 1 head P 19 tails • A cumulative probability is for a range of outcomes: P X 2 P X 0 P X 1 P X 2 P >2 heads 1 P 2 heads
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