Academic Journal
Multi-horizon accommodation demand forecasting: aNew Zealand case study
| العنوان: | Multi-horizon accommodation demand forecasting: aNew Zealand case study |
|---|---|
| المؤلفون: | Zhu, Min, Wu, Jinran, Wang, You-Gan |
| بيانات النشر: | John Wiley & Sons |
| سنة النشر: | 2020 |
| المجموعة: | The University of Queensland: UQ eSpace |
| مصطلحات موضوعية: | Accommodation demand, Forecasting accuracy, Machine learning, 1409 Tourism, Leisure and Hospitality Management, 2309 Nature and Landscape Conservation, 3305 Geography, Planning and Development, 3313 Transportation |
| الوصف: | This paper contributes to the filling of two gaps in accommodation demand forecasting: (a) the limited number of studies on the use of modern machine learning techniques to identify the dynamics of accommodation demand; and (b) the lack of understanding of comparative forecasting performance of different modelling techniques at multiple forecast horizons. We show that, as the forecast horizon increases, the performance of machine learning is stable and robust. We also find that the long short-term memory has particular advantages in long-horizon forecasting and handling data with complex structure in New Zealand. |
| نوع الوثيقة: | article in journal/newspaper |
| اللغة: | English |
| تدمد: | 1522-1970 1099-2340 |
| Relation: | orcid:0000-0002-5602-2319; orcid:0000-0003-0901-4671; DP 16010429; CE140100049 |
| الاتاحة: | https://espace.library.uq.edu.au/view/UQ:00cada6 |
| رقم الانضمام: | edsbas.D9E0AE9E |
| قاعدة البيانات: | BASE |
| تدمد: | 15221970 10992340 |
|---|