Adaptive parameter estimation in self-exciting threshold autoregressive models

Abstract

In this paper we present a recursive stochastic gradient procedure for the estimation of coefficient in self‐exciting threshold autoregressive models with arbitrary order and multiple thresholds. Sufficient conditions which guarantee almost sure convergence of the estimates to the true parameter vector are derived.