The least squares based iterative algorithms for parameter estimation of a bilinear system with autoregressive noise using the data filtering technique.

•The input–output representation is derived from a bilinear state space system.•A two-stage LSI algorithm is proposed for reducing the computational burden.•A filtering based LSI algorithm is derived for improving the estimated accuracy.