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] DISTRIBUTED DECISION-MAKING UNDER UNCERTAINTY
    NOBLE, DF
    1989 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-3: CONFERENCE PROCEEDINGS, 1989, : 713 - 718
  • [32] DECISION-MAKING WITH UNCERTAINTY IN ATTRIBUTE SAMPLING
    Pendrill, Leslie R.
    Kallgren, Hakan
    ADVANCED MATHEMATICAL AND COMPUTATIONAL TOOLS IN METROLOGY VII, 2006, 72 : 212 - 220
  • [33] Decision-Making under Criteria Uncertainty
    Kureychik, V. M.
    Safronenkova, I. B.
    INTERNATIONAL CONFERENCE INFORMATION TECHNOLOGIES IN BUSINESS AND INDUSTRY 2018, PTS 1-4, 2018, 1015
  • [34] DECISION-MAKING UNDER ENVIRONMENTAL UNCERTAINTY
    FAUCHEUX, S
    FROGER, G
    ECOLOGICAL ECONOMICS, 1995, 15 (01) : 29 - 42
  • [35] THE EFFECT OF INFORMATION UNCERTAINTY ON DECISION-MAKING
    WADA, M
    JAPANESE PSYCHOLOGICAL RESEARCH, 1987, 29 (03) : 147 - 152
  • [36] Uncertainty and robustness in planning and decision-making
    Antunes, Carlos Henggeler
    Rios Insua, David
    Dias, Luis Candido
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2014, 45 (01) : 1 - 2
  • [37] Clinical decision-making: coping with uncertainty
    Jolobe, OMP
    POSTGRADUATE MEDICAL JOURNAL, 2002, 78 (926) : 764 - 764
  • [38] Deferring Decision-making in the Face of Uncertainty
    Wilkinson, Dominic J. C.
    AMERICAN JOURNAL OF BIOETHICS, 2022, 22 (11): : 30 - 33
  • [39] STOCHASTIC MULTICRITERIA DECISION-MAKING AND UNCERTAINTY
    MARESCHAL, B
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1986, 26 (01) : 58 - 64
  • [40] GAINS TAX AND DECISION-MAKING IN UNCERTAINTY
    不详
    ZEITSCHRIFT FUR BETRIEBSWIRTSCHAFT, 1979, 49 (12): : 1166 - 1166