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ETC2410: Week 5

Melina Mackey Business/Economics Englisch 14 Karten

ETC2410: Week 5

Karten in diesem Stapel (14)

  1. 1CLM 6th assumption- Hypothesis testing requires a 6th assumption of normality
    - Conditional on X, the population errors are i.i.d with N ~ (0, σ2)
    CLM 6th assumption
  2. 2Distribution under CLM assumptionsDistribution under CLM assumptions
  3. 3t-distribution- Uses sigma-hat instead of sigma (which is unknown)
    - Bell-shaped but more spread out
    - Gets closer to N(0,1) as df increases
  4. 4t-statistict-statistic
  5. 5Significance level- Probability that we wrongly reject the null when it is true (Type I error)
    - When we reject the null, we say that xj is statistically significant at the α% level
  6. 6Statistical vs economic significance- Statistical significance of a variable xj is determined entirely by the size of t-statistic - Economic/practical significance is related to the size (and sign) of β̂j
  7. 7Confidence intervalsConfidence intervals
  8. 8p-value- Value that for all significance levels less than that value the null would not be rejected, and for all significance levels bigger than that, the null would be rejected
    - Compute t-statistic under the null, then find its equivalent percentile in the t-distribution
    - For one-sided tests, divide the two-sided p-value by 2
  9. 9F-test for multiple restrictionsEstimate 2 equations (restricted and unrestricted model) and see how their squared residuals differ
  10. 10F-statistic formula using SSRF-stat is always positive because SSRr > SSRurF-statistic formula using SSR
  11. 11F-statistic formula using R^2F-statistic formula using R^2
  12. 12F-test for overall significance of the modelF-test for overall significance of the model
  13. 13F-test for a single restriction involving multiple parameters- Can test whether a single linear combination of β is equal to a constant
    - However, cannot use F-test for one-sided alternatives, so need to reformulate and use t-test
    F-test for a single restriction involving multiple parameters
  14. 14ReparameterisationReparameterisation

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Beschreibung
Business/Economics (ETC2410: Introductory Econometrics) Karteikarten am ETC2410: Week 5, erstellt von Melina Mackey am 28/09/2018.
Erstellt von
Melina Mackey · Sep 2018
Aktualisiert
3 Okt 2018
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0
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  • Erstellt von Melina Mackey · 19 Aug 2018
  • Kopiert von Melina Mackey · 28 Sep 2018
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