Statistical Modeling and Prediction for Tourism Economy Using Dendritic Neural Network

المؤلفون المشاركون

Wang, Yirui
Gao, Shangce
Tang, Zheng
Yu, Ying

المصدر

Computational Intelligence and Neuroscience

العدد

المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-9، 9ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2017-01-26

دولة النشر

مصر

عدد الصفحات

9

التخصصات الرئيسية

الأحياء

الملخص EN

With the impact of global internationalization, tourism economy has also been a rapid development.

The increasing interest aroused by more advanced forecasting methods leads us to innovate forecasting methods.

In this paper, the seasonal trend autoregressive integrated moving averages with dendritic neural network model (SA-D model) is proposed to perform the tourism demand forecasting.

First, we use the seasonal trend autoregressive integrated moving averages model (SARIMA model) to exclude the long-term linear trend and then train the residual data by the dendritic neural network model and make a short-term prediction.

As the result showed in this paper, the SA-D model can achieve considerably better predictive performances.

In order to demonstrate the effectiveness of the SA-D model, we also use the data that other authors used in the other models and compare the results.

It also proved that the SA-D model achieved good predictive performances in terms of the normalized mean square error, absolute percentage of error, and correlation coefficient.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Yu, Ying& Wang, Yirui& Gao, Shangce& Tang, Zheng. 2017. Statistical Modeling and Prediction for Tourism Economy Using Dendritic Neural Network. Computational Intelligence and Neuroscience،Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1141092

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Yu, Ying…[et al.]. Statistical Modeling and Prediction for Tourism Economy Using Dendritic Neural Network. Computational Intelligence and Neuroscience No. 2017 (2017), pp.1-9.
https://search.emarefa.net/detail/BIM-1141092

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Yu, Ying& Wang, Yirui& Gao, Shangce& Tang, Zheng. Statistical Modeling and Prediction for Tourism Economy Using Dendritic Neural Network. Computational Intelligence and Neuroscience. 2017. Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1141092

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1141092