کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
552035 1451078 2014 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Scad-elastic net and the estimation of individual tourism expenditure determinants
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر سیستم های اطلاعاتی
پیش نمایش صفحه اول مقاله
Scad-elastic net and the estimation of individual tourism expenditure determinants
چکیده انگلیسی


• We use scad-elastic net to analyze tourist expenditure in Uruguay.
• Our penalized regression approaches overcome some limitations of classic models.
• The technique handles multicorrelation and regressor selection.
• Accommodation is crucial to predict levels of spending.
• Space and seasonality effect also emerge.

This paper introduces the use of scad-elastic net in the assessment of the determinants of individual tourist spending. This technique approaches two main estimation-related issues of primary importance. So far studies of tourism literature have made a wide use of classic regressions, whose results might be affected by multicollinearity. In addition, because of the absence of robust economic theory on tourism behavior, regressor selection is often left to researcher's choice when not driven by non-optimal automatic criteria. Scad-elastic net is an OLS model that accounts for both these problems by including two types of parameters constraints, namely the smoothly clipped absolute deviation (scad) and the ℓ2-norm. We analyze an official dataset of incoming tourists to Uruguay. Socio-demographic, psychographic and trip-related variables are used as explanatory of per capita per day tourist expenditure. Significant impact on tourism expenditure of some accommodation facilities such as expensive one and second dwellings, personal experiences rather than the number of past visits, doing certain activities, place of stay, and seasonality are the main conclusions that are drawn from the analysis.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Decision Support Systems - Volume 66, October 2014, Pages 52–60
نویسندگان
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