lecture 07 - regression analysis 1

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  • 7/17/2019 Lecture 07 - Regression Analysis 1

    1/30

    NCC Education LimitedV1.0

    Advanced Mathematics for

    Business

    Topic 7:

    Regression Analysis 1

  • 7/17/2019 Lecture 07 - Regression Analysis 1

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    NCC Education LimiteV1.0

    Regression Analysis 1 Topic 7 - 1.2

    Scope and Coverage

    This topic will cover:

    Simple linear regression

    Pearsons (product moment) correlation coefficient

    Spearmans (rank order) correlation coefficient

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    NCC Education LimiteV1.0

    Regression Analysis 1 Topic 7 - 1.

    earning !utcomes

    By the end of this topic students will be able to:

    "nderstand a straight line fit to #ivariate data

    Calculate and interpret Pearsons correlation

    coefficient

    Calculate and interpret Spearmans correlation

    coefficient

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    Regression Analysis 1 Topic 7 - 1.!

    Motivation

    $he search for% and strength of% predictors

    & 'hat is a good predictor of future o# performance

    & 'hat is this products price&demand curve

    & 'hich process factors affect production *ield

    & +o, does a particular share price move ,ith the

    market average

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    Regression Analysis 1 Topic 7 - 1."

    $he inear -elationship

    income

    savings

    x

    y

    x

    yy. mx/ c

    Assuming interval or ratio data0

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    Regression Analysis 1 Topic 7 - 1.#

    east SS1 -egression Criterion & 2

    x

    y e3

    e2

    e4

    e5e6

  • 7/17/2019 Lecture 07 - Regression Analysis 1

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    Regression Analysis 1 Topic 7 - 1.7

    east SS1 -egression Criterion & 4

    x

    y e3

    e2

    e4

    e5e6

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    Regression Analysis 1 Topic 7 - 1.$

    east SS1 -egression Criterion & 5

  • 7/17/2019 Lecture 07 - Regression Analysis 1

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    Regression Analysis 1 Topic 7 - 1.%

    17ample & 2

    A compan* has #een carr*ing out e7periments ,iththe position of a #utton on its ,e#site0

    Page

    Position(% vertical)

    Click

    Throughs(%)

    43 5089

    38 30:6

    93 ;0:5

    288 2804:

  • 7/17/2019 Lecture 07 - Regression Analysis 1

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    Regression Analysis 1 Topic 7 - 1.10

    17ample & 4

    A compan* has #een carr*ing out e7periments ,iththe position of a #utton on its ,e#site0

    x y xy x2

    43 5089 9:093 :43

    38 30:6 4

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    Regression Analysis 1 Topic 7 - 1.11

    17ample & 5

    A compan* has #een carr*ing out e7periments ,ith

    the position of a #utton on its ,e#site0

    PagePosition

    (% vertical)

    ClickThroughs

    (%)

    43 5089

    38 30:6

    93 ;0:5

    288 2804:

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    Regression Analysis 1 Topic 7 - 1.12

    17ercise & 2

    A compan* has #een carr*ing out e7periments ,ith

    the position of a #utton on its ,e#site0

    x y xy x2

    43 2066 3

    38 303< 4388

    93 260:6 3:43

    288 :0;6 28888

    total 250 18750

    mean 62.5

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    13/30 NCC Education LimiteV1.0

    Regression Analysis 1 Topic 7 - 1.1

    17ercise & 4

    A compan* has #een carr*ing out e7periments ,ith

    the position of a #utton on its ,e#site0

    x y xy x2

    43 2066 5: 3

    38 303< 49; 4388

    93 260:6 28;< 3:43

    288 :0;6 :;6 28888

    total 250 28.6 2107 18750

    mean 62.5 7.15

  • 7/17/2019 Lecture 07 - Regression Analysis 1

    14/30 NCC Education LimiteV1.0

    Regression Analysis 1 Topic 7 - 1.1!

    +o, 'ell =oes the ine >it & 2

    x y

    43 2066

    38 303