Stationarity And Moving Averages Flashcards

1
Q

Stationary def

A

In the same shape/ distribution for long time - 10 years

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2
Q

Week stationary properties

A

Constant mean
Constant lag
Constant variance

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3
Q

White noise process

A

Constant mean and variance

No pattern

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4
Q

Box and pierce

A

Test for joint hypothesis that the lag of the t coefficients are equal to 0
Using q statistic formula

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5
Q

Difference between box and pierce and ljung box

A

Ljung box- bigger sample properties

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6
Q

Moving average

A

Used to structure returns where there’s autocorrelation

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7
Q

Autoregressive

A

Contains lags of dependent variable

Has stationary condition- roots lie outside the unit circle

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8
Q

Arma

A

Mix of moving average and autoregressive models

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9
Q

How to build arma

A

Use box and Jenkins- identify, estimate, check

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10
Q

Test for autocorrelation

A

Think lagged:

Ut= put_1 +vt

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