Time series 係一定要stationary
倒番轉如果佢每一下time point個distribution都唔同,其實你無野估到
金融資產本身return rate未必stationary.
呢個時候你就用Arima個i (differencing)睇下之後會唔會係stationary.
BS model都一樣, 佢個price唔係non-stationary, 但return係under brownian motion with drift(都唔係stationary)
當你而當你discretize佢去成為N個equal time interval
R1, R2, R3, R4....RN
R2-R1, R3-R2...就係stationary
情況就有D似Arima(0,1,1)
不過講咁多,我就唔知你果條考緊咩啦,純學術交流Only