I am looking at extremely non linear data for which the ARMA/ARIMA models do not work well. Though, I see some autocorrelation, and I suspect to have better results for non linear autocorrelation.
1/ is there an equivalent of the PACF for rank correlation? (in R?)
2/ is there an equivalent of ARMA model for non linear / rank correlation (in R?)