In this paper, a nonlinear time series model is developed for the case when underlying data are reported by LR fuzzy numbers. To end, we present three-stage nonparametric kernel-based estimation procedure center as well left and right spreads of unknown smooth function. each stage, Nadaraya–Watson estimator used to evaluate A hybrid algorithm proposed estimate optimal bandwidths autoregressive ...