This paper introduces a new linear predictive modelling technique based on using a high-order LPC filter having only few non-zero coefficients. Efficient algorithms were developed to find the non-zero coefficients for the cases of transversal filter and lattice filter implementations. Coupling with multi-pulse analysis procedure for vocoding, the new modelling technique can produce good-quality synthetic speech at low data rates.