<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1646-9895</journal-id>
<journal-title><![CDATA[RISTI - Revista Ibérica de Sistemas e Tecnologias de Informação]]></journal-title>
<abbrev-journal-title><![CDATA[RISTI]]></abbrev-journal-title>
<issn>1646-9895</issn>
<publisher>
<publisher-name><![CDATA[AISTI - Associação Ibérica de Sistemas e Tecnologias de Informação]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1646-98952023000200073</article-id>
<article-id pub-id-type="doi">10.17013/risti.50.73-90</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Modelo de tendencias para series complejas: caso de estudio tarifas hoteleras]]></article-title>
<article-title xml:lang="en"><![CDATA[Trend Model for complex series: case study hotel rates]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Juárez]]></surname>
<given-names><![CDATA[Abraham Briones]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Castro]]></surname>
<given-names><![CDATA[Judith Alejandra Velázquez]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Autónoma del Estado de Hidalgo  ]]></institution>
<addr-line><![CDATA[Hidalgo ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2023</year>
</pub-date>
<numero>50</numero>
<fpage>73</fpage>
<lpage>90</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_arttext&amp;pid=S1646-98952023000200073&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_abstract&amp;pid=S1646-98952023000200073&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_pdf&amp;pid=S1646-98952023000200073&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen El análisis riguroso de datos en turismo es cada vez más común a raíz de las afectaciones sufridas por el covid-19, lo que ha contribuido a identificar trayectorias a partir de datos históricos. En este artículo, se propone una combinación de la teoría de la complejidad y la suavización exponencial para conocer los patrones que ayuden a estimar la estacionalidad y tendencia en las tarifas hoteleras. Para ello, se fragmenta la serie en particiones para explorar la similitud y se aplican cinco métodos de trazado. Los resultados muestran que el gráfico de longitud R, es el único que despliega anti-persistencia, con una saturación en el tiempo n=8, este dato se usa como ciclo de longitud del modelo aditivo de Holt-Winters cuyos parámetros (a=0.36, b=0.78, y=0.67), minimizan el error presentado. Se concluye que la combinación de métodos de análisis numérico permite el ajuste estacional en los datos tarifarios.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract In The rigorous analysis of data in tourism is increasingly common as a result of the effects suffered by covid-19, which has contributed to identifying trajectories based on historical data. In this article, a combination of complexity theory and exponential smoothing is proposed to understand the patterns that help to estimate the seasonality and trend in hotel rates. To do this, the series is fragmented into partitions to explore the similarity and five plotting methods are applied. The results show that the graph of the length R, is the only one that displays anti-persistence, with a saturation in time n=8, this data is used as the length cycle of the additive Holt-Winters model whose parameters (a= 0.36, b=0.78, y=0.67), minimize the error presented. It is concluded that the combination of numerical analysis methods allows the seasonal adjustment in the tariff data.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Tarifas hoteleras]]></kwd>
<kwd lng="es"><![CDATA[anti persistencia]]></kwd>
<kwd lng="es"><![CDATA[minimización]]></kwd>
<kwd lng="en"><![CDATA[Hotel rates]]></kwd>
<kwd lng="en"><![CDATA[anti-persistence]]></kwd>
<kwd lng="en"><![CDATA[minimization]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Al Shehhi]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Karathanasopoulos]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting hotel room prices in selected GCC cities using deep learning]]></article-title>
<source><![CDATA[Journal of Hospitality and Tourism Management]]></source>
<year>2020</year>
<volume>42</volume>
<page-range>40-50</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Blanco Rivero]]></surname>
<given-names><![CDATA[J. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The fractal geometry of Luhmann&#8217;s sociological theory or debugging systems theory]]></article-title>
<source><![CDATA[Technological Forecasting and Social Change]]></source>
<year>2019</year>
<volume>146</volume>
<page-range>31-40</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baggio]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Complex tourism systems: a visibility graph approach]]></article-title>
<source><![CDATA[Kybernetes]]></source>
<year>2014</year>
<volume>43</volume>
<numero>3-4</numero>
<issue>3-4</issue>
<page-range>445-61</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baggio]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Sainaghi]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Complex and chaotic tourism systems: towards a quantitative approach]]></article-title>
<source><![CDATA[International Journal of Contemporary Hospitality Management]]></source>
<year>2011</year>
<volume>23</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>840-61</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baggio]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Sainaghi]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mapping time series into networks as a tool to assess the complex dynamics of tourism systems]]></article-title>
<source><![CDATA[Tourism Management]]></source>
<year>2016</year>
<volume>54</volume>
<page-range>23-33</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Briones-Juarez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Padilla]]></surname>
<given-names><![CDATA[R. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales-Matamoros]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Badillo-Pintilde]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Fractal behavior of the sales restaurant in a great tourism hotel]]></article-title>
<source><![CDATA[International Journal of Physical Sciences]]></source>
<year>2011</year>
<volume>6</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>2422-31</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Camila]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Hoteles capitalinos no alcanzaron los niveles de ocupación de prepandemia en 2021]]></article-title>
<source><![CDATA[El Economista]]></source>
<year>2022</year>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Castillo]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Melin]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting of COVID-19 time series for countries in the world based on a hybrid approach combining the fractal dimension and fuzzy logic]]></article-title>
<source><![CDATA[Chaos, Solitons, and Fractals]]></source>
<year>2020</year>
<volume>140</volume>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chang]]></surname>
<given-names><![CDATA[Y.-M.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[C.-H.]]></given-names>
</name>
<name>
<surname><![CDATA[Lai]]></surname>
<given-names><![CDATA[J.-P.]]></given-names>
</name>
<name>
<surname><![CDATA[Lin]]></surname>
<given-names><![CDATA[Y.-L.]]></given-names>
</name>
<name>
<surname><![CDATA[Pai]]></surname>
<given-names><![CDATA[P.-F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting Hotel Room Occupancy Using Long Short-Term Memory Networks with Sentiment Analysis and Scores of Customer Online Reviews]]></article-title>
<source><![CDATA[Applied Sciences]]></source>
<year>2021</year>
<volume>11</volume>
<numero>21</numero>
<issue>21</issue>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chuwang]]></surname>
<given-names><![CDATA[D. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting Daily and Weekly Passenger Demand for Urban Rail Transit Stations Based on a Time Series Model Approach]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2022</year>
<volume>4</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>904-24</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="">
<collab>DATATUR</collab>
<source><![CDATA[Porcentaje de ocupación hotelera]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Easwaramoorthy]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Gowrisankar]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Manimaran]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Nandhini]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Rondoni]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Banerjee]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An exploration of fractal-based prognostic model and comparative analysis for second wave of COVID-19 diffusion]]></article-title>
<source><![CDATA[Nonlinear Dynamics]]></source>
<year>2021</year>
<volume>106</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>1375-95</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Godovykh]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ridderstaat]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Baker]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Fyall]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[COVID-19 and Tourism: Analyzing the Effects of COVID-19 Statistics and Media Coverage on Attitudes toward Tourism]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2021</year>
<volume>3</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>870-83</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gunter]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Improving Hotel Room Demand Forecasts for Vienna across Hotel Classes and Forecast Horizons: Single Models and Combination Techniques Based on Encompassing Tests]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2021</year>
<volume>3</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>884-919</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernández Rangel]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Nieto-Malpica]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Quiñónez Guagua]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sistema de gestión de calidad y comunicación en el sector del turismo: Una aproximación al estado del conocimiento]]></article-title>
<source><![CDATA[RISTI - Revista Ibérica de Sistemas e Tecnologias de Informação]]></source>
<year>2021</year>
<numero>E39</numero>
<issue>E39</issue>
<page-range>368-78</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Huang]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Zheng]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Novel deep learning approach for forecasting daily hotel demand with agglomeration effect]]></article-title>
<source><![CDATA[International Journal of Hospitality Management]]></source>
<year>2021</year>
<volume>98</volume>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hou]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Qian]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Qu]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Ren]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Relationship between fractal characteristics of grain-size and physical properties: Insights from a typical loess profile of the loess Plateau]]></article-title>
<source><![CDATA[CATENA]]></source>
<year>2021</year>
<volume>207</volume>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Iranmanesh]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ghobakhloo]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Nilashi]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Tseng]]></surname>
<given-names><![CDATA[M.-L.]]></given-names>
</name>
<name>
<surname><![CDATA[Yadegaridehkordi]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Leung]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Applications of disruptive digital technologies in hotel industry: A systematic review]]></article-title>
<source><![CDATA[International Journal of Hospitality Management]]></source>
<year>2022</year>
<volume>107</volume>
</nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kachhia]]></surname>
<given-names><![CDATA[K. B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Chaos in fractional order financial model with fractal-fractional derivatives]]></article-title>
<source><![CDATA[Partial Differential Equations in Applied Mathematics]]></source>
<year>2023</year>
<volume>7</volume>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kaya]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Y&#305;lmaz]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Yaslan]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Ö&#287;üdücü]]></surname>
<given-names><![CDATA[S. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Ç&#305;ng&#305;]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Demand forecasting model using hotel clustering findings for hospitality industry]]></article-title>
<source><![CDATA[Information Processing &amp; Management]]></source>
<year>2022</year>
<volume>59</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[W. G.]]></given-names>
</name>
<name>
<surname><![CDATA[McGinley]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Choi]]></surname>
<given-names><![CDATA[H.-M.]]></given-names>
</name>
<name>
<surname><![CDATA[Luberto]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[How does room rate and rate dispersion in U.S. hotels fluctuate?]]></article-title>
<source><![CDATA[Journal of Hospitality and Tourism Management]]></source>
<year>2020</year>
<volume>44</volume>
<page-range>227-37</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[C. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The determinants of hotel room rates: Another visit with Singapore&#8217;s data]]></article-title>
<source><![CDATA[International Journal of Hospitality Management]]></source>
<year>2011</year>
<volume>30</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>756-8</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lim]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Ok]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A percentage-off discount versus free surcharge: The impact of promotion type on hotel consumers&#8217; responses]]></article-title>
<source><![CDATA[Tourism Management]]></source>
<year>2022</year>
<volume>91</volume>
</nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[What can hotels learn from the last recovery? Examining hotel occupancy rate and the guest experience]]></article-title>
<source><![CDATA[International Journal of Hospitality Management]]></source>
<year>2022</year>
<volume>103</volume>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Peng]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Bai]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhu]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Liao]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Tourism Flows Prediction based on an Improved Grey GM(1,1) Model]]></article-title>
<source><![CDATA[Procedia - Social and Behavioral Sciences]]></source>
<year>2014</year>
<volume>138</volume>
<page-range>767-75</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mendoza]]></surname>
<given-names><![CDATA[Á. G. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Arce]]></surname>
<given-names><![CDATA[A. Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Holguín]]></surname>
<given-names><![CDATA[J. S. V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Turismo En Tiempo De Pandemias. Covid-19 En Latinoamérica1]]></article-title>
<source><![CDATA[Turismo y Sociedad]]></source>
<year>2021</year>
<volume>29</volume>
<page-range>129-55</page-range></nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nguyen]]></surname>
<given-names><![CDATA[L. Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Fernandes]]></surname>
<given-names><![CDATA[P. O.]]></given-names>
</name>
<name>
<surname><![CDATA[Teixeira]]></surname>
<given-names><![CDATA[J. P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Analyzing and Forecasting Tourism Demand in Vietnam with Artificial Neural Networks]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2022</year>
<volume>4</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>36-50</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nilashi]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Abumalloh]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Almulihi]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Alrizq]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Alghamdi]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ismail]]></surname>
<given-names><![CDATA[M. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Bashar]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Zogaan]]></surname>
<given-names><![CDATA[W. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Asadi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Big social data analysis for impact of food quality on travelers&#8217; satisfaction in eco-friendly hotels]]></article-title>
<source><![CDATA[ICT Express]]></source>
<year>2021</year>
<volume>9</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>182-8</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="">
<collab>NWTO</collab>
<source><![CDATA[UNWTO World Tourism Barometer | Global Tourism Statistics]]></source>
<year>2021</year>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ouassou]]></surname>
<given-names><![CDATA[E. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Taya]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting Regional Tourism Demand in Morocco from Traditional and AI-Based Methods to Ensemble Modeling]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2022</year>
<volume>4</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>420-37</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ozdemir]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Dogru]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Kizildag]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Mody]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Suess]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Quantifying the economic impact of COVID-19 on the U.S. hotel industry: Examination of hotel segments and operational structures]]></article-title>
<source><![CDATA[Tourism Management Perspectives]]></source>
<year>2021</year>
<volume>39</volume>
</nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pan]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Chenguang Wu]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Song]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting hotel room demand using search engine data]]></article-title>
<source><![CDATA[Journal of Hospitality and Tourism Technology]]></source>
<year>2012</year>
<volume>3</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>196-210</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pan]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting Destination Weekly Hotel Occupancy with Big Data]]></article-title>
<source><![CDATA[Journal of Travel Research]]></source>
<year>2017</year>
<volume>56</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>957-70</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Patiño]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Mardones]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Gonzalez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Romero-Riaño]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Palacios-Moya]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Desarrollo de la investigación en sistemas de información para el turismo: una revisión centrada en visualización científica]]></article-title>
<source><![CDATA[RISTI - Revista Ibérica de Sistemas e Tecnologias de Informação]]></source>
<year>2020</year>
<numero>E36</numero>
<issue>E36</issue>
<page-range>387-98</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Peng]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Fractal contact analysis for transversely isotropic piezoelectric materials: Theoretical and numerical predictions]]></article-title>
<source><![CDATA[Tribology International]]></source>
<year>2023</year>
<volume>181</volume>
</nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pereira]]></surname>
<given-names><![CDATA[L. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An introduction to helpful forecasting methods for hotel revenue management]]></article-title>
<source><![CDATA[International Journal of Hospitality Management]]></source>
<year>2016</year>
<volume>58</volume>
<page-range>13-23</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pereira]]></surname>
<given-names><![CDATA[L. N.]]></given-names>
</name>
<name>
<surname><![CDATA[Cerqueira]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Forecasting hotel demand for revenue management using machine learning regression methods]]></article-title>
<source><![CDATA[Current Issues in Tourism]]></source>
<year>2022</year>
<volume>25</volume>
<numero>17</numero>
<issue>17</issue>
<page-range>2733-50</page-range></nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pimentel]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Aizezikali]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Baker]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Hotel revenue management: Benefits of simultaneous overbooking and allocation problem formulation in price optimization]]></article-title>
<source><![CDATA[Computers &amp; Industrial Engineering]]></source>
<year>2019</year>
<volume>137</volume>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rashad]]></surname>
<given-names><![CDATA[A. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Power of Travel Search Data in Forecasting the Tourism Demand in Dubai]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2022</year>
<volume>4</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>674-84</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rocha]]></surname>
<given-names><![CDATA[Á.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Framework for a Global Quality Evaluation of a Website]]></article-title>
<source><![CDATA[Online Information Review]]></source>
<year>2012</year>
<volume>36</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>374-82</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sánchez-Medina]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[C-Sánchez]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using machine learning and big data for efficient forecasting of hotel booking cancellations]]></article-title>
<source><![CDATA[International Journal of Hospitality Management]]></source>
<year>2020</year>
<volume>89</volume>
</nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Somphong]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Udo]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Ritphring]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Shirakawa]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An estimate of the value of the beachfront with respect to the hotel room rates in Thailand]]></article-title>
<source><![CDATA[Ocean &amp; Coastal Management]]></source>
<year>2022</year>
<volume>226</volume>
</nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Teixeira]]></surname>
<given-names><![CDATA[J. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Gunter]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Editorial for Special Issue: &#8220;Tourism Forecasting: Time-Series Analysis of World and Regional Data]]></article-title>
<source><![CDATA[Forecasting]]></source>
<year>2023</year>
<volume>5</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>210-2</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
