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Econometrics Economics

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Thomas Andren

Econometrics

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Econometrics
1st edition
© 2007 Thomas Andren & bookboon.com
ISBN 978-87-7681-235-5

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Econometrics

Contents

Contents
1

Basics of probability and statistics

8

1.1


Random variables and probability distributions

8

1.2

he multivariate probability distribution function

15

1.3

Characteristics of probability distributions

17

2

Basic probability distributions in econometrics

24

2.1

he normal distribution

24

2.2


he t-distribution

31

2.3

he Chi-square distribution

33

2.4

he F-distribution

34

3

he simple regression model

36

3.1

he population regression model

36

3.2


Estimation of population parameters

41

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Econometrics


Contents

4

Statistical inference

49

4.1

Hypothesis testing

50

4.2

Conidence interval

52

4.3

Type I and type II errors

55

4.4

he best linear predictor


58

5

Model Measures

61
2

5.1

he coeicient of determination (R )

61

5.2

he adjusted coeicient of determination (Adjusted R2)

66

5.3

he analysis of variance table (ANOVA)

67

6

he multiple regression model


70

6.1

Partial marginal efects

70

6.2

Estimation of partial regression coeicients

72

6.3

he joint hypothesis test

73

7

Speciication

78

7.2

Omission of a relevant variable


83

7.3

Inclusion of an irrelevant variable

85

7.4

Measurement errors

86

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thinking

.

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