The chaos characteristics of the displacement time series of reservoir landslides are identified. The main trigger factors of reservoir landslides are identified. Multivariate chaotic Extreme Learning Machine (ELM) model is used to predict the displacement of reservoir landslides. The displacements of two reservoir landslides in the Three Gorges Reservoir Area are predicted accurately.