Entropy Method for Decision-Making: Uncertainty Cycles in Tourism Demand

被引:7
作者
Ruiz Reina, Miguel Angel [1 ]
机构
[1] Univ Malaga, PhD Program Econ & Business, Dept Theory & Econ Hist, Plaza Ejido S-N, Malaga 29013, Spain
关键词
information theory; Shannon entropy; forecasting; decision-making; randomness; cycle; tourism; BIG DATA; INFORMATION; TRAVEL; BEHAVIOR; CLIMATE; IMPACT; CITIES; HOTEL; TIME;
D O I
10.3390/e23111370
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A new methodology is presented for measuring, classifying and predicting the cycles of uncertainty that occur in temporary decision-making in the tourist accommodation market (apartments and hotels). Special attention is paid to the role of entropy and cycles in the process under the Adaptive Markets Hypothesis. The work scheme analyses random cycles from time to time, and in the frequency domain, the linear and nonlinear causality relationships between variables are studied. The period analysed is from January 2005 to December 2018; the following empirical results stand out: (1) On longer scales, the periodicity of the uncertainty of decision-making is between 6 and 12 months, respectively, for all the nationalities described. (2) The elasticity of demand for tourist apartments is approximately 1% due to changes in demand for tourist hotels. (3) The elasticity of the uncertainty factor is highly correlated with the country of origin of tourists visiting Spain. For example, it has been empirically shown that increases of 1% in uncertainty cause increases in the demand for apartments of 2.12% (worldwide), 3.05% (UK), 1.91% (Germany), 1.78% (France), 7.21% (Ireland), 3.61% (The Netherlands) respectively. This modelling has an explanatory capacity of 99% in all the models analysed.
引用
收藏
页数:19
相关论文
共 50 条
[31]   Fertility decision-making under certainty and uncertainty in cancer patients [J].
Komatsu, Hiroko ;
Yagasaki, Kaori ;
Yamauchi, Hideko .
SEXUAL & REPRODUCTIVE HEALTHCARE, 2018, 15 :40-45
[32]   Uncertainty Measure of Basic Probability Assignment Based on Renyi Entropy and Its Application in Decision-Making [J].
Chen, Zichong ;
Luo, Xianwen .
Chen, Zichong (czc964546992@email.swu.edu.cn), 1600, Institute of Electrical and Electronics Engineers Inc. (09) :130032-130041
[33]   Nurses' Uncertainty in Decision-Making: A Literature Review [J].
Cranley, Lisa ;
Doran, Diane M. ;
Tourangeau, Ann E. ;
Kushniruk, Andre ;
Nagle, Lynn .
WORLDVIEWS ON EVIDENCE-BASED NURSING, 2009, 6 (01) :3-15
[34]   Variants of uncertainty in decision-making and their neural correlates [J].
Volz, KG ;
Schubotz, RI ;
von Cramon, DY .
BRAIN RESEARCH BULLETIN, 2005, 67 (05) :403-412
[35]   Different varieties of uncertainty in human decision-making [J].
Bland, Amy R. ;
Schaefer, Alexandre .
FRONTIERS IN NEUROSCIENCE, 2012, 6
[36]   Ambiguity and Conflict: Dissecting Uncertainty in Decision-Making [J].
Iyer, Eshaan S. ;
Weinberg, Anna ;
Bagot, Rosemary C. .
BEHAVIORAL NEUROSCIENCE, 2022, 136 (01) :1-12
[37]   Pulled in opposite directions: A joint consideration of supply and demand uncertainty in supply chain decision-making [J].
Bendoly, Elliot ;
Boyer, Ken ;
Craig, Nate ;
Paul, Somak .
JOURNAL OF BUSINESS LOGISTICS, 2022, 43 (04) :448-471
[38]   Factors influencing big data decision-making quality [J].
Janssen, Marijn ;
van der Voort, Haiko ;
Wahyudi, Agung .
JOURNAL OF BUSINESS RESEARCH, 2017, 70 :338-345
[39]   Innovation, knowledge, judgment, and decision-making as virtuous cycles [J].
Huarng, Kun-Huang ;
Mas-Tur, Alicia ;
Calabuig Moreno, Ferran .
JOURNAL OF BUSINESS RESEARCH, 2018, 88 :278-281
[40]   The hierarchical sensitivity to social misalignment during decision-making under uncertainty [J].
Lin, Yongling ;
Gu, Ruolei ;
Luan, Shenghua ;
Hu, Li ;
Qin, Shaozheng ;
Luo, Yue-Jia .
SOCIAL COGNITIVE AND AFFECTIVE NEUROSCIENCE, 2021, 16 (06) :565-575