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review and more examples Sample space: S = set of all potential outcomes of experiment E.g., flip two coins: S = {(H,H), (H,T), (T,H), (T,T)} Events: E S is an arbitrary subset of the sample space 1 head in 2 flips: E = {(H,H), (H,T),


  1. review and more examples Sample space: S = set of all potential outcomes of experiment E.g., flip two coins: S = {(H,H), (H,T), (T,H), (T,T)} Events: E ⊆ S is an arbitrary subset of the sample space ≥ 1 head in 2 flips: E = {(H,H), (H,T), (T,H)} S = Probability: A function from subsets of S to real numbers – Pr: 2 S → [0,1] Probability Axioms: Axiom 1 (Non-negativity): 0 ≤ Pr( E ) Axiom 2 (Normalization): Pr( S ) = 1 Axiom 3 (Additivity): EF = ∅ ⇒ Pr( E ∪ F ) = Pr( E ) + Pr( F ) 1

  2. equally likely outcomes Simplest case: sample spaces with equally likely outcomes. Coin flips: S = {Heads, Tails} Flipping two coins: S = {(H,H),(H,T),(T,H),(T,T)} Roll of 6-sided die: S = {1, 2, 3, 4, 5, 6} Pr(each outcome) = uniform distribution In that case,

  3. poker hands 3

  4. any straight in poker I all 5 card hands Pr w Consider 5 card poker hands. A “straight” is 5 consecutive rank cards of any suit What is Pr(straight) ? |S| = an |E| = of outcomes that F i set are straight Pr(straight) = PNE HI

  5. When you submit your homework gradescope on must you assign each to numbers page problem

  6. card flipping

  7. card flipping JL all possible permutations of 52 cards L Prlw 52 card deck. Cards flipped one at a time. 52 After first ace (of any suit) appears, consider next card Pr(next card = ace of spades) < Pr(next card = 2 of clubs) ? F Ey Ae AE a 3 Bye 2 A LE 52 Ea AafAIC E PRIED PRE PRIED HO AE Eso AOI AE Erez Fiel E I it i

  8. card flipping 52 card deck. Cards flipped one at a time. After first ace (of any suit) appears, consider next card Pr(next card = ace of spades) < Pr(next card = 2 of clubs) ? Case 1: Take Ace of Spades out of deck Shuffle remaining 51 cards, add ace of spades after first ace |S| = 52! (all cards shuffled) |E| = 51! (only 1 place ace of spades can be added) Case 2: Do the same thing with the 2 of clubs |S| and |E| have same size So, Pr(next = Ace of spades) = Pr(next = 2 of clubs) = 1/52

  9. Ace of Spades: 2/6 2 of Clubs: 2/6 Card images from http://www.eludication.org/playingcards.html Theory is the same for a 3-card deck; Pr = 2!/3! = 1/3 8

  10. birthdays

  11. birthdays What is the probability that, of n people, none share the same birthday? I setq I possible birthdays n people for each of 154 365 sane bday E share 2 people no An A Aa An A Praz 111 365 Matto Macht Machzor Nach 19

  12. birthdays What is the probability that, of n people, none share the same birthday? 1.0 |S| = (365 ) n 0.8 |E| = (365)(364)(363) ! (365-n+1) Probability 0.6 Pr(no matching birthdays) = |E|/|S| 0.4 0.2 = (365)(364)…(365-n+1)/(365 ) n 0.0 0 20 40 60 80 100 n Some values of n… n = 23: Pr(no matching birthdays) < 0.5 n = 77: Pr(no matching birthdays) < 1/5000 n = 100: Pr(no matching birthdays) < 1/3,000,000 n = 150: Pr(…) < 1/3,000,000,000,000,000

  13. birthdays n = 366? Pr = 0 Above formula gives this, since (365)(364)…(365-n+1)/(365 ) n == 0 as when n = 366 (or greater). Even easier to see via pigeon hole principle. 12

  14. birthdays What is the probability that, of n people, none share the same birthday as you? March 19 me lol I 365 Pro nopensonwlfghdgia

  15. birthdays What is the probability that, of n people, none share the same birthday as you? |S| = (365 ) n |E| = (364 ) n Pr(no birthdays matches yours) = |E|/|S| = (364 ) n /(365 ) n Some values of n… Pr(no matching birthdays) ≈ 0.9388 n = 23: n = 77: Pr(no matching birthdays) ≈ 0.8096 n = 253: Pr(no matching birthdays) ≈ 0.4995 r

  16. Other problems Probability that a random 7 digit numbers (decimal) has at least one repeating digit? (allowed to have leading zeros). 0,1 19 3 sore digit thatappears twice 7 ch 10 or more overepeeting digit atleast E Prc E lofqfhwenovpeehgdigiti.co 10.9 8.7 4 1 prfng.g.fm 107

  17. Other problems Probability that a 3 character password has at least one digit? Each character is either a digit (0-9) or a lower case letter (a-z). overcoming 10 36 36 + 36 10 36 + 36 36 10 ----------------------------------------------- 36 3

  18. 8 by 8 chessboard • Probability that a randomly placed pawn, bishop and knight share no row or column?

  19. Rooks on Chessboard Probability that two randomly placed identical rooks don’t share a row or column?

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