Applied Mathematics and Nonlinear Sciences
Journal license

Journal

Applied Mathematics and Nonlinear Sciences


Volume
& Issue

Volume 8, Issue 2


Published
on

September 27, 2023


Pages


DOI

Article

Optimization of smart tourism destination management based on linear regression model

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Authors

Yue Ma Affiliation:
Economics and Management College, Xianyang Normal University, Xianyang, Shaanxi, 712000, China
and Yan Wang Affiliation:
Economics and Management College, Xianyang Normal University, Xianyang, Shaanxi, 712000, China.


Abstract

With the rapid development of Internet communication technology, the tourism industry will certainly transform and upgrade to the direction of wisdom, and the organization and dissemination of tourist destination information will become a breakthrough in tourism development. This paper firstly constructs a tourism management system (DMS) in line with the idea of smart tourism development by constructing a process line from market opportunity analysis, interest motivation analysis, strategic planning stage, strategy implementation stage and evaluation improvement stage, respectively. Secondly, the evaluation model of tourism destination development based on logistic regression is systematically constructed, and the parameter estimation method is used to estimate the value for 8 influencing factors that affect the development of tourism destinations. The results show that through the empirical analysis of the Guizhou smart tourism destination management system, it is found that the AUC value shows an increasing trend, and the 5km grid has the smallest AUC value. When the grid continues to increase, the AUC value shows a decreasing trend, slowly decreasing from 0.836 (20km) to 0.844 (25km). It shows that the intelligent tourism destination management system constructed in this paper is reasonable and lays the theoretical foundation for realizing regional barrier-free tourism and achieving the development goal of integrated symbiosis.


Keywords

Smart tourism, Tourism management system, DMS, logistic regression, Parameter estimation., 68T05


Citation

Ma, Y. & Wang, Y. (2023). Optimization of smart tourism destination management based on linear regression model. Applied Mathematics and Nonlinear Sciences, 8(2). https://doi.org/10.2478/amns.2023.2.00390

Published by: Engineering Journals

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