Search results for "Liner shipping"

showing 1 items of 1 documents

System Dynamics in the Predictive Analytics of Container Freight Rates

2021

This study proposes a two-tier cross-validation and backtesting procedure, including expanding and rolling-window test metrics in predictive analytics of container freight rates by utilizing the system dynamics approach. The study utilized system dynamics to represent the nonlinear complex structure of container freight rates for predictive analytics and performed univariate and multivariate time-series analysis as benchmarks of the conventional approach. In particular, the China containerized freight index (CCFI) has been investigated through various parametric methodologies (both conventional time-series and system dynamics approaches). This study follows a strict validation process cons…

050210 logistics & transportationOperations researchComputer science05 social sciencesContainerizationTransportation02 engineering and technologyPredictive analyticsSystem dynamics0502 economics and businessContainer (abstract data type)0202 electrical engineering electronic engineering information engineering020201 artificial intelligence & image processingTime seriesLiner shippingCivil and Structural EngineeringTransportation Science
researchProduct