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Abstract

In this paper Australian domestic and international inbound travel are modelled by an anisotropic dynamic spatial lag panel Origin-Destination (OD) travel flow model. Spatial OD travel flow models have traditionally been applied in a single cross-sectional context, where the spatial structure is...

Author(s)
Deng MinFeng; Athanasopoulos, G.
Publisher
Elsevier Ltd, Amsterdam, Netherlands
Citation
Tourism Management, 2011, 32, 5, pp 1075-1084
Abstract

This study introduces bootstrap aggregation (bagging) in modeling and forecasting tourism demand. The aim is to improve the forecast accuracy of predictive regressions while considering fully automated variable selection processes which are particularly useful in industry applications. The...

Author(s)
Athanasopoulos, G.; Song HaiYan; Sun, J. A.
Publisher
Sage Publications, Thousand Oaks, USA
Citation
Journal of Travel Research, 2018, 57, 1, pp 52-68
Abstract

In this article, we propose a new set of multivariate stochastic models that capture time-varying seasonality within the vector innovations structural time-series (VISTS) framework. These models encapsulate exponential smoothing methods in a multivariate setting. The models considered are the local ...

Author(s)
Athanasopoulos, G.; Silva, A. de
Publisher
Sage Publications, Thousand Oaks, USA
Citation
Journal of Travel Research, 2012, 51, 5, pp 640-652