Powerpoint Biostat

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    Chapter Topics Estimation process

    Point estimates

    Interval estimates Confidence interval estimation for the

    mean ( known)

    Determining sample size Confidence interval estimation for the

    mean ( unknown)

    Confidence interval estimation for theproportion

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    Estimation Process

    Mean, , isunknown

    Population Random Sample

    MeanX = 50

    Sample

    I am 95%

    confident that

    is between 40& 60.

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    Point EstimatesEstimate Population

    Parameters with Sample

    Statistics

    Mean

    Proportion

    Variance

    Difference

    p

    2

    1 2

    X

    SP

    2S

    1 2X X

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    Interval Estimates Provides range of values

    Take into consideration variation in

    sample statistics from sample tosample

    Based on observation from 1 sample

    Give information about closeness tounknown population parameters

    Stated in terms of level of confidence

    Never 100% sure

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    Confidence Interval Estimates

    Mean

    Unknown

    Confidence

    Intervals

    Proportion

    Known

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    Elements of

    Confidence Interval Estimation Level of confidence

    Confidence in which the interval will

    contain the unknown populationparameter

    Precision (range)

    Closeness to the unknown parameter

    Cost

    Cost required to obtain a sample of

    size n

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    Level of Confidence Denoted by

    A relative frequency interpretation

    In the long run, of all theconfidence intervals that can beconstructed will contain the unknown

    parameterA specific interval will either contain or

    not contain the parameter

    No probability involved in a specific interval

    100 1 %

    100 1 %

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    Interval and Level of

    Confidence

    Confidence Intervals

    Intervals

    extend from

    to of intervalsconstructedcontain ;

    donot.

    _Sampling Distribution of the Mean

    XX Z

    X

    / 2/ 2

    XX

    1

    XX Z

    100 1 %

    100 %

    / 2 XZ

    / 2 XZ

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    Confidence Interval for( Known)

    Assumptions

    Population standard deviation is

    known Population is normally distributed

    If population is not normal, use large

    sample

    Confidence interval estimate

    / 2 / 2X Z X Zn n

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    Assumptions

    Population standard deviation is unknown

    Population is normally distributed

    If population is not normal, use largesample

    Use Students t Distribution Confidence Interval Estimate

    Confidence Interval for( Unknown)

    / 2, 1 / 2, 1n n

    S S

    X t X tn n

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    Degrees of Freedom (df) Number of observations that are free

    to vary after sample mean has been

    calculated Example

    Mean of 3 numbers is 2

    degrees of freedom= n -1

    = 3 -1

    = 2

    1

    2

    3

    1 (or any number)

    2 (or any number)

    3 (cannot vary)

    X

    X

    X

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    Studentst Table

    Upper Tail Area

    df .25 .10 .05

    1 1.000 3.078 6.314

    20.817 1.886

    2.920

    3 0.765 1.638 2.353

    t0 2.920tValues

    Let: n = 3

    df = n - 1 = 2

    = .10

    /2 =.05

    / 2 = .05

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    ExampleA random sample of 400 Voters showed 32preferred Candidate A. Set up a 95%

    confidence interval estimate for p.

    / /

    1 1

    .08 1 .08 .08 1 .08.08 1.96 .08 1.96400 400

    .053 .107

    s s s s

    s s

    p p p pp Z p p Z

    n n

    p

    p

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    ExampleA random sample of 25 has 50 and 8.

    Set up a 95% confidence interval estimate for

    n X S

    / 2, 1 / 2, 1

    8 850 2.0639 50 2.063925 25

    46.69 53.30

    n n

    S SX t X t

    n n

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    Confidence IntervalEstimate for Proportion

    Assumptions

    Two categorical outcomes

    Population follows binomial distribution

    Normal approximation can be used ifand

    Confidence interval estimate

    5np 1 5n p

    / 2 / 2

    1 1S S S SS S

    p p p pp Z p p Z

    n n