This book constitutes the proceedings of the International Conference on Advances in Nonlinear Speech Processing, NOLISP 2009, held in Vic (Barcelona), Spain during June 25-27, 2009. The volume deals with new ideas, tqchniques and results related to alternative approaches in speech processing.