Linear Regression Flashcards

1
Q

What is the sum of the residuals from the best fit line?

A

0

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2
Q

What is the goal of simple linear regression?

A

To come up with a model to minimise the sum of the squares of the residuals

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3
Q

What is the centroid?

A

The point plotted (E(x), E(y)) on a graph of two variables that the regression line ALWAYS goes through

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4
Q

What is Sxx? And what is it used for? (kinda trick question)

A

Sample corrected sum os squares and it has no statistical significance

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5
Q

Formula for Var(X) in terms of Sxx

A

Var(X) = Sxx/n-1

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6
Q

Formula for Sxx (Both of them boi)

A

Sxx = Σ(x-µ)2 = Σ(x2) - (Σx)2/n

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7
Q

What’s the formula for Syy the same as?

A

The formula for Sxx

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8
Q

What does Covariance show?

A

Covariance shows the direction of the relationship the two variables have, essentially how do they vary together and it gives the direction to a r value

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9
Q

What is the formula for r?

A

r = Sxy/sqrt(Sxx*Syy)

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10
Q

How do you find a linear regression line for an exponential relationship?

A

Code the exponential relationship to a linear one

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11
Q

What are the two forms of an exponential relationship?

A

y = axn and y = kbx

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12
Q
A
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