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
  • [1] DECISION-MAKING FOR DEMAND SIGNAL IN CROWDSOURCING PLATFORM
    Guo, Libin
    Guo, Xiangtian
    Wang, Yiju
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2024, 20 (02) : 664 - 678
  • [2] Decision-making in daily life and in tourism
    Teitler-Regev, Sharon
    Tavor, Tchai
    ISRAEL AFFAIRS, 2018, 24 (03) : 467 - 481
  • [3] Decision-Making Under Uncertainty and Demand for Health Insurance A Multidisciplinary Study
    Ottaviani, Cristina
    Vandone, Daniela
    JOURNAL OF PSYCHOPHYSIOLOGY, 2015, 29 (02) : 80 - 85
  • [4] An Integrative Model (iModel) for Decision-Making in Tourism
    Rodriguez-Giron, Santiago
    Vanneste, Dominique
    Ioannides, Dimitri
    TOURISM PLANNING & DEVELOPMENT, 2019, 16 (05) : 514 - 532
  • [5] Decision-Making in a Context of Uncertainty
    Laidoune, Abdelbaki
    12TH CHAOTIC MODELING AND SIMULATION INTERNATIONAL CONFERENCE, 2020, : 151 - 156
  • [6] ON UNCERTAINTY PROBLEMS IN DECISION-MAKING
    Ivanenko, V. I.
    Mikhalevich, V. M.
    CYBERNETICS AND SYSTEMS ANALYSIS, 2008, 44 (02) : 247 - 249
  • [7] Uncertainty Measure of Basic Probability Assignment Based on Renyi Entropy and Its Application in Decision-Making
    Chen, Zichong
    Luo, Xianwen
    IEEE ACCESS, 2021, 9 : 130032 - 130041
  • [8] Decision-making under uncertainty: biases and Bayesians
    Trimmer, Pete C.
    Houston, Alasdair I.
    Marshall, James A. R.
    Mendl, Mike T.
    Paul, Elizabeth S.
    McNamara, John M.
    ANIMAL COGNITION, 2011, 14 (04) : 465 - 476
  • [9] Sensory and environmental uncertainty in perceptual decision-making
    Fritsch, Merve
    Weilnhammer, Veith
    Thiele, Paul
    Heinz, Andreas
    Sterzer, Philipp
    ISCIENCE, 2023, 26 (04)
  • [10] Big Data, digital demand and decision-making
    Green, Steve
    McKinney, Earl, Jr.
    Heppard, Kurt
    Garcia, Luis
    INTERNATIONAL JOURNAL OF ACCOUNTING AND INFORMATION MANAGEMENT, 2018, 26 (04) : 541 - 555