the residuals should be no more than 3 sds from 0

Discussion in 'CS1' started by Molly, Mar 12, 2023.

  1. Molly

    Molly Ton up Member

    Hi all,

    Just a question on this

    so im doing September 2021 question 9. I have computed the residual correctly and i want to comment on it. I wanted to look at how many standard deviations away the reisudal was from 0, but im unsure whether this is the standard deviation of y, ie 0.824, or the standard deviation \sqrt (\sigma^2) that i computed in part iii. Please could someone clear this up?

    Also, what does \sigma^2 actually represent the variance of in these questions, is it \beta?

    Thanks
     
  2. Andrea Goude

    Andrea Goude ActEd Tutor Staff Member

    Hi Molly
    I am assuming this is vii b, it is sigma_hat^2=1/(n-2)*(Syy-Sxy^2/Sxx)
    This is the error variance for the response variable y_hat, your model.
    The 0.824 is the sample standard deviation.
    Hope this helps.
    Thanks Andrea
     
    Molly likes this.
  3. Molly

    Molly Ton up Member

    Thank you andrea, so would i then say that if the residual is greater than 3* sample sd ie 3*0.824 then this suggests non-normality?

    Thanks
     
  4. Andrea Goude

    Andrea Goude ActEd Tutor Staff Member

    Hi Molly

    You would use the square root of sigma_hat^2=0.662, ie 0.814 and this would indicate an outlier, indicating non-normality.

    I was trying to explain that the 0.824, given in the question for y is different, it is the sample standard deviation for the sample values, not for the model, you have to calculate this for the model, using the formula: sigma_hat^2=1/(n-2)*(Syy-Sxy^2/Sxx).

    Thanks
    Andrea
     
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  5. Molly

    Molly Ton up Member

    ah i see, thank you so much :)
     

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