deviance Flashcards

1
Q

what does deviance measure

A

lack of fit

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2
Q

how can deviance be reduced to 0

A

making the model more complex and estimating values at every data point

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3
Q

what is wrong about making models more complex

A

it involves adding more predictors, makes the model less interpretable

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4
Q

what does information criterion account for

A

the fitting ability of the model
the complexity of the model

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5
Q

information criterion =

A

deviance + penalty for model complexity

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6
Q

what is used to assess deviance

A

AIC and BIC

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