3.RegressionwerTopics

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    Minita *)tp)tMinita *)tp)tRegression Analysis: Fat gain versus NEA 

    The regression equation is

    FatGain = ****** + ******(NEA)

    Preditor !oe" #E !oe" T P

    !onstant $%&'& '%$'$ %& '%'''

     NEA '%''$& '%''', %' '%'''

    #='%,$-.&$ R#q = '%/

    R

    #q(ad0)=&,%.

    /

    Regression e)ations aren/t al0ays as easy to spot as they areon yo)r 1'$2. Can yo) 4nd the slope and intercept ao!e5

    Regression Analysis: Fat gain versus NEA 

    The regression equation is

    FatGain = ****** + ******(NEA)

    Preditor !oe" #E !oe" T P

    !onstant $%&'& '%$'$ %& '%'''

     NEA '%''$& '%''', %' '%'''

    #='%,$-.&$ R#q = '%/

    R

    #q(ad0)=&,%.

    /

    Regression Analysis: Fat gain versus NEA 

    The regression equation is

    FatGain = ****** + ******(NEA)

    Preditor !oe" #E !oe" T P

    !onstant $%&'& '%$'$ %& '%'''

     NEA '%''$& '%''', %' '%'''

    #='%,$-.&$ R#q = '%/R#q(ad0)=&,%.

    /

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    *)t ers6'n )ent a)t ers n )ent a(oints(oints#oes the age o8 a child/s 4rst 0ord

    predict his6her mental aility5 Considerthe 8ollo0ing data on 9age o8 4rst 0ord"esell +dapti!e Score; 8or

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    xp ana ory !s.xp ana ory !s.ResponseResponse 1he #istinction Bet0een Explanatory and Response

    !ariales is essential in regression.

    S0itching the distinction res)lts in a di>erentleast$s)ares regression line.

    #$%%le 12 data Scatter Plot #$%%le 12 data Scatter Plot

    @ote: 1he correlation !al)e" r" does @*1 dependon the distinction et0een Explanatory and

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    CorrelationCorrelation 1he correlation" r" descries

    the strength o8 the straight$linerelationship et0een x and y.

    Ex: 1here is a strong"positi!e" ?'@E+R relationship

    et0een A o8 eers andB+C.

     1here is a 0eak" positi!e"

    linear relationshipet0een x and y.o0e!er" there is astrong nonlinear

    relationship.

    (eer and (lood Alcohol Scatter Plot

    )ollection 1 Scatter Plot

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    oe c en ooe c en o#etermination#etermination 1he coecient o8 determination" r

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    Ca)tionsCa)tions

     Correlation and Regression are @*1 RES'S1+@1to o)tliers and 'n7)ential (oints

     Correlations ased on ,a!eraged data- tend toe higher than correlations ased on all ra0data.

     Extrapolating eyond the oser!ed data canres)lt in predictions that are )nreliale.

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    orre a on !s.orre a on !s.Ca)sationCa)sationConsider the 8ollo0ing historical data:

     

     Year Ministers !"

    1

    2

    3

    4

    5

    6

    7

    8

    9

    10

    11

    12

    1"60 63 "3!6

    1"65 4" 6406

    1"!0 53 !005

    1"!5 64 "4"6

    1""0 !2 55

    1""5 "0 10643

    1"0 "5 11265

    1"5 !6 100!1

    100 "0 1054!

    105 "3 1100"

    110 105 13""5

    115 140 1"55

    )ollection 1 Scatter Plot)ollection 1 Scatter Plot

     1here is an almost per8ectlinear relationship et0eenx and y. 9r%G.HHHHHD;

     x % A Methodist Ministers in @e0 England

     y % A o8 Barrels o8 R)m 'mported to Boston

     C*RRE?+1'*@ #*ES @*1 'M(?Y

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    S)mmaryS)mmary

    The Endangered Manatee Scatter Plot

    The Endangered Manatee Scatter Plot

    The Endangered Manatee Scatter Plot