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Karteikarten

Probability

Neja Cesnik Englisch 45 Karten

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  1. 1Classical defnumber of ways an event can occur/total number of possible outcomes (only if they are equally likely)
  2. 2Relative frequency defThe prob of an event is the proportion of times the event occurs in a very long series of repetitions of an experiment
  3. 3Subjective defThe prob of an event is a measure of how sure the person making the statement is
  4. 4ExperimentIs a process with multiple possibilities that can be repeated under the same conditions
  5. 5Trialone instance of an experiment
  6. 6Outcomepossible result on one trial of an experiment
  7. 7Sample spaceSet of all possible outcomes on one trial of an experiment
  8. 8Sample space properties- no repeated items (sample points)
    - order does not matter
    - nothing can be left out
    - two types based on size (countable-discrete or uncountable-continuous)
  9. 9EventIs a subset of the sample space S
  10. 10Event properties- could include empty set or S (everything)
    - simple (one element) or compound (more elements)
    - once an event occurs, we say the event A occurs iff the outcome is in the subset A
  11. 11Addition ruleOR +
  12. 12Multiplication ruleAND
  13. 13ProbabiliyP is a function that maps event to real numbers such that
    0 <= P(A) <= 1, for any event
    P(S) = 1
  14. 14Impossible eventHas a probability 0
  15. 15Certain eventHas a probability 1
  16. 16Compound eventProbability is the sum of the probabilities of all the sample events inside it
  17. 17OddsThe odds in favour of an event A is the probability the event occurs divided by the probability
    it does not occur or
    P(A)/1-P(A) . The odds against the event is the reciprocal of this,
    1-P(A)/P(A) .
  18. 18P(A)number of outcomes in A/number of outcomes in S
  19. 19With replacementThe thing is replaced for the same one after first event
    it is possible to select the same object more than once
  20. 20Without replacementThe thing is not replaced, must subtract from total
    once an object is selected, it is not possible to select it again
  21. 21PermutationOrder matters
    Without replacement
    ways, sequences, arrangements
    nPk, big permutation small
  22. 22n!n factorial
    arrangements of length n using each symbol once and only once
  23. 23n^(k)n to k factors
    arrangements of length k using each symbol at most once
    n!/(n-k)!
  24. 24n^karrangements of length k using each symbol as often as we wis
  25. 25ComplementA', is the set of all outcomes in S which are
    not in A.
  26. 26Solving permutationsWays, arrangements
    if restrictions, place it first
  27. 27CombinationsOrder doesn't matter
    Without replacement
    nCk, big choose small
  28. 28Combination properties1. nC0 and nCn = 1
    2. nCk = nC(n-k) choosing k is the same as excluding k
    3. Pascal's identity
  29. 29Arrangements where some objects are the samen!/n1! n2! n3!... nk!
    where n above is how many object in total and n below how many for the specific type
  30. 30A  subset BIf A and B are two events with A  subset B (that is, all of the points in A are also in B), then
    P(A)  <= P(B)
  31. 31A ∪ Bunion, OR
  32. 32A ∩ Bintersection, AND
    can be written as AB or just ABC
  33. 33A'complement
    everything that isn't A
  34. 34De Morgan's Laws(A ∪ B)' = A' ∩ B'
    (A ∩ B)' = A' ∪ B'
  35. 35P (A ∪ B)P(A) + P(B) - P(AB)
    or for three
    P(A) + P(B) + P(C) - P(AB) - P(AC) - P(BC) + P (ABC)?
  36. 36Mutually exclusiveP(AB) = 0
    Cannot occur together
  37. 37IndependentP(AB)=P(A)P(B)
    Does not influent each other
  38. 38ComplementP(A') = 1 - P(A)
  39. 39conditional probability of A given BP(A|B) = P(AB)/P(B)
  40. 40Then A and B are independent events if and only if either of the following statements is trueP (A|B) = P (A) OR P (B|A) = P (B)
  41. 41Product rules==
  42. 42Law of Total Probability==
  43. 43Bayes Theorem==
  44. 44Random variables=
  45. 45Probability functions==

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Beschreibung
Karteikarten am Probability, erstellt von Neja Cesnik am 28/09/2018.
Erstellt von
Neja Cesnik
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