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AP Study Session Probability Independence If knowing that Event A has occurred gives you information about Event B, then Events A & B are not independent. – PowerPoint PPT presentation

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Title: AP Study Session


1
AP Study Session
  • Probability

2
Independence
  • If knowing that Event A has occurred gives you
    information about Event B, then Events A B are
    not independent.
  • Ex. Football players and knee problems
  • Ex. Outcome on 2 fair coins

3
Mutually Exclusive Events
  • Also called disjoint. They have no outcomes in
    common.
  • Knowing that Event A has occurred does give you
    information about B. If A occurred, then B could
    not have occurred. Thus, disjoint events are not
    independent.
  • The P(A and B) when A B are disjoint is 0.

4
Adapted from Barrons p. 394 7
  • Suppose that for a certain Caribbean island in
    any 3 year period the probability of a major
    hurricane is .25, the probability of water damage
    is .44, and the probability of both a hurricane
    and water damage is .22.
  • A Venn diagram helps to organize information.

5
Adapted from Barrons p. 394 7
  • Suppose that for a certain Caribbean island in
    any 3 year period the probability of a major
    hurricane is .25, the probability of water damage
    is .44, and the probability of both a hurricane
    and water damage is .22.
  • Are the events hurricane and water damage
    independent?

6
Adapted from Barrons p. 394 7
  • Suppose that for a certain Caribbean island in
    any 3 year period the probability of a major
    hurricane is .25, the probability of water damage
    is .44, and the probability of both a hurricane
    and water damage is .22.
  • Are the events hurricane and water damage
    independent? No, because P(hurricane) x P(water
    damage) doesnt equal P(hurricane water damage)

7
Adapted from Barrons p. 394 7
  • Suppose that for a certain Caribbean island in
    any 3 year period the probability of a major
    hurricane is .25, the probability of water damage
    is .44, and the probability of both a hurricane
    and water damage is .22.
  • What is the probability of water damage given
    that there is a hurricane?

8
Adapted from Barrons p. 394 7
  • Suppose that for a certain Caribbean island in
    any 3 year period the probability of a major
    hurricane is .25, the probability of water damage
    is .44, and the probability of both a hurricane
    and water damage is .22.
  • What is the probability of water damage given
    that there is a hurricane? Answer .22/.25
    .88

9
Adapted from Barrons p. 369 10
  • Given the probabilities P(A) .3 and P(B) .2,
    what is the P(A union B) if A and B are mutually
    exclusive?

10
Adapted from Barrons p. 369 10
  • Given the probabilities P(A) .3 and P(B) .2,
    what is the P(A union B) if A and B are mutually
    exclusive?
  • Answer .3 .2 .5

11
Adapted from Barrons p. 369 10
  • Given the probabilities P(A) .3 and P(B) .2,
    what is the P(A union B) if A and B are
    independent?

12
Adapted from Barrons p. 369 10
  • Given the probabilities P(A) .3 and P(B) .2,
    what is the P(A union B) if A and B are
    independent?
  • Answer .3 .2 - .06 .44

13
Adapted from Barrons p. 369 10
  • Given the probabilities P(A) .3 and P(B) .2,
    what is the P(A union B) if B is a subset of A?
  • Answer .3

14
Tree Diagram
  • A plumbing contractor obtains 60 of her boiler
    circulators from a company whose defect rate is
    .005, and the rest from a company whose defect
    rate is 0.010. What proportion of the
    circulators can be expected to be defective?

15
Tree Diagram
  • A plumbing contractor obtains 60 of her boiler
    circulators from a company whose defect rate is
    .005, and the rest from a company whose defect
    rate is 0.010. What proportion of the
    circulators can be expected to be defective?
  • Answer (.6)(.005) (.4)(.010) .007

16
Tree Diagram-Barrons P. 368 6
  • A plumbing contractor obtains 60 of her boiler
    circulators from a company whose defect rate is
    .005, and the rest from a company whose defect
    rate is 0.010. If a circulator is defective,what
    is the probability that it came from the first
    company?

17
Tree Diagram
  • A plumbing contractor obtains 60 of her boiler
    circulators from a company whose defect rate is
    .005, and the rest from a company whose defect
    rate is 0.010. If a circulator is defective,what
    is the probability that it came from the first
    company?
  • Answer (.6)(.005)/.007

18
Probability with Normal Distributions
  • Barrons p. 373 31
  • The mean Law School Aptitude Test (LSAT) score
    for applicants to a particular law is 650 with a
    standard deviation of 45. Suppose that only
    applicants with scores above 700 are considered.
    What percentage of the applicants considered have
    scores below 740? Assume the scores are normally
    distributed.

19
Probability with Normal Distributions
  • The mean Law School Aptitude Test (LSAT) score
    for applicants to a particular law is 650 with a
    standard deviation of 45. Suppose that only
    applicants with scores above 700 are considered.
    What percentage of the applicants considered have
    scores below 740? Assume the scores are normally
    distributed.
  • Answer P(Xgt700) .1332, P(X is between 700 and
    740) .1105
  • P(Xlt740 given that Xgt700) .1105/.1332 .8297

20
Binomial Probability
  • Remember BINS
  • B-Binary
  • I-Independent trials
  • N-Set number of trials
  • S-Probability of success is the same for each
    trial

21
AP Free Response 2004 3
  • At an archaeological site that was an ancient
    swamp, the bones from 20 brontosaur skeletons
    have been unearthed. The bones do not show any
    sign of disease or malformation. It is thought
    that these animals wandered into a deep area of
    the swamp and became trapped in the swamp bottom.
    The 20 left femur bones (thigh bones) were
    located and 4 of these left femurs are to be
    randomly selected without replacement for DNA
    testing to determine gender.
  • A) Let X be the number out of the 4 selected
    left femurs that are from males. Based on how
    these bones were sampled, explain why the
    probability distribution of X is not binomial.

22
AP Free Response 2004 3
  • A) Let X be the number out of the 4 selected
    left femurs that are from males. Based on how
    these bones were sampled, explain why the
    probability distribution of X is not binomial.
  • Answer X is not binomial since the trials are
    not independent and the conditional probabilities
    of selecting a male change at each trial
    depending on the previous outcome(s), due to the
    sampling without replacement.

23
AP Free Response 2004 3
  • At an archaeological site that was an ancient
    swamp, the bones from 20 brontosaur skeletons
    have been unearthed. The bones do not show any
    sign of disease or malformation. It is thought
    that these animals wandered into a deep area of
    the swamp and became trapped in the swamp bottom.
    The 20 left femur bones (thigh bones) were
    located and 4 of these left femurs are to be
    randomly selected without replacement for DNA
    testing to determine gender.
  • B) Suppose that the group of 20 brontosaurs
    whose remains were found in the swamp had been
    made up of 10 males and 10 females. What is the
    probability that all 4 in the sample to be tested
    are male?

24
AP Free Response 2004 3
  • B) Suppose that the group of 20 brontosaurs
    whose remains were found in the swamp had been
    made up of 10 males and 10 females. What is the
    probability that all 4 in the sample to be tested
    are male?
  • Answer (10/20)(9/19)(8/18)(7/17) .043

25
AP Free Response 2004 3
  • At an archaeological site that was an ancient
    swamp, the bones from 20 brontosaur skeletons
    have been unearthed. The bones do not show any
    sign of disease or malformation. It is thought
    that these animals wandered into a deep area of
    the swamp and became trapped in the swamp bottom.
    The 20 left femur bones (thigh bones) were
    located and 4 of these left femurs are to be
    randomly selected without replacement for DNA
    testing to determine gender.
  • C) The DNA testing revealed that all 4 femurs
    tested were from males. Based on this result and
    your answer from part (b), do you think that
    males and females were equally represented in the
    group of 20 brontosaurs stuck in the swamp?
    Explain.

26
AP Free Response 2004 3
  • C) The DNA testing revealed that all 4 femurs
    tested were from males. Based on this result and
    your answer from part (b), do you think that
    males and females were equally represented in the
    group of 20 brontosaurs stuck in the swamp?
    Explain.
  • Answer No. If males and females were equally
    represented, the probability of observing four
    males is small (0.043).

27
AP Free Response 2004 3
  • At an archaeological site that was an ancient
    swamp, the bones from 20 brontosaur skeletons
    have been unearthed. The bones do not show any
    sign of disease or malformation. It is thought
    that these animals wandered into a deep area of
    the swamp and became trapped in the swamp bottom.
    The 20 left femur bones (thigh bones) were
    located and 4 of these left femurs are to be
    randomly selected without replacement for DNA
    testing to determine gender.
  • D) Is it reasonable to generalize your
    conclusion in part (c) pertaining to the group of
    20 brontosaurs to the population of all
    brontosaurs? Explain why or why not.

28
AP Free Response 2004 3
  • D) Is it reasonable to generalize your
    conclusion in part (c) pertaining to the group of
    20 brontosaurs to the population of all
    brontosaurs? Explain why or why not.
  • Answer No, we cant generalize to the
    population of all brontosaurs because it is not
    reasonable to regard this sample as a random
    sample from the population of all brontosaurs
    there is reason to suspect that this sampling
    method might cause bias.
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