Demand forecasting is one of the fundamental components a successful revenue management system. This paper provides new model, which inspired by cubic smoothing splines, resulting in smooth demand curves per rate class over time until check-in date.This model makes trade-off between error and smoothness fit, therefore able to capture natural guest behavior. The tested on hospitality data. We al...