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57 views

Transformation w/ Rolling Regression (Residual Function)

In a time series with OLS regression curve $\widehat Y$ (rolling linear regression), and with $n=20,$ what can I say about this transformation? This formula is similar to a differential minus its ...
NEO ULTRA's user avatar
3 votes
1 answer
978 views

Efficient online (rolling window) estimation of a GARCH model

I have a time series $x_t$ of length $n$. I would like to model it using rolling window approach with window length (width) $w$: window $1$: $x_1,\dots,x_w$, window $2$: $x_2,\dots,x_{w+1}$, $\dots$, ...
Richard Hardy's user avatar
6 votes
2 answers
4k views

How can I estimate the sliding window standard deviation of a stream?

I am processing a stream of database records. At current levels, about 250 million records are added per week, but this will increase. I wish to compute the 90-day sliding window standard deviation of ...
Paul Chernoch's user avatar
0 votes
0 answers
26 views

Online moving median [duplicate]

So I can use "EWMA" (1) to update an estimate of the mean as each new measurement is received. If I know the window size of the smooth($\eta$), the previous estimate($ \bar{x}_t$), and the new ...
EngrStudent's user avatar
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