<?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>0188-9532</journal-id>
<journal-title><![CDATA[Revista mexicana de ingeniería biomédica]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. mex. ing. bioméd]]></abbrev-journal-title>
<issn>0188-9532</issn>
<publisher>
<publisher-name><![CDATA[Sociedad Mexicana de Ingeniería Biomédica]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0188-95322020000300101</article-id>
<article-id pub-id-type="doi">10.17488/rmib.41.3.1</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Modified Oregonator: an Approach from the Complex Networks Theory]]></article-title>
<article-title xml:lang="es"><![CDATA[Oregonador Modificado: un Enfoque desde la Teoría de Redes Complejas]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Arzola Flores]]></surname>
<given-names><![CDATA[Jesús Andrés]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rojas Rodríguez]]></surname>
<given-names><![CDATA[José Fernando]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[VidalRobles]]></surname>
<given-names><![CDATA[Esmeralda]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Benemérita Universidad Autónoma de Puebla  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2020</year>
</pub-date>
<volume>41</volume>
<numero>3</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S0188-95322020000300101&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S0188-95322020000300101&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S0188-95322020000300101&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: Within the framework of Systems Biology, this paper proposes the complex network theory as a fundamental tool for determining the most critical dynamic variables in complex biochemical mechanisms. The Belousov-Zhabotinsky reaction is proposed as a study model and as a complex bipartite network. By determining the structural property authority, the most relevant dynamic variables are specified, and a mathematical model of the Belousov-Zhabotinsky reaction is obtained. The bidirectional coupling of the proposed model was made with other models associated with biological processes, finding synchronization phenomena when varying the coupling parameter. The time series obtained from the numerical solution of the coupled models were used to construct their images using the Gramian Angular Field technique. In the end, a supervised learning tool is proposed for the classification of the type of coupling by analyzing the images, obtaining score percentages above 94%. The hereby proposed methodology could be extended to the experimental field in order to determine anomalies in the coupling and synchronization of different physiological oscillators.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen: En el marco de la Biología de sistemas, se propone en el presente trabajo a la teoría de redes complejas como una herramienta fundamental para la determinación de las variables dinámicas más importantes en mecanismos bioquímicos complejos. Se emplea como modelo de estudio la reacción de Belousov-Zhabotinsky y se plantea como una red compleja bipartita. Mediante la determinación de la propiedad estructural autoridad, se determinan las variables dinámicas con mayor relevancia y se obtiene un modelo matemático de la reacción de Belousov-Zhabotinsky. Se realizó el acoplamiento bidireccional del modelo planteado con otros modelos asociados a procesos biológicos, encontrándose fenómenos de sincronización al variar el parámetro de acoplamiento. Las series de tiempo obtenidas de la solución numérica de los modelos acoplados se emplearon para construir sus respectivas imágenes mediante la técnica de campo angular gramiano. Finalmente, se propone una herramienta de aprendizaje supervisado para la clasificación del tipo de acoplamiento mediante el análisis de las imágenes, obteniéndose porcentajes de exactitud por encima del 94%. La metodología propuesta en el presente trabajo podría extenderse y trasladarse al campo experimental con la finalidad de determinar anomalías en el acoplamiento y sincronización de distintos osciladores fisiológicos.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Systems Biology]]></kwd>
<kwd lng="en"><![CDATA[BZ Reaction]]></kwd>
<kwd lng="en"><![CDATA[Complex Networks]]></kwd>
<kwd lng="en"><![CDATA[Supervised Learning]]></kwd>
<kwd lng="en"><![CDATA[Gramian Angular Field]]></kwd>
<kwd lng="es"><![CDATA[Biología de sistemas]]></kwd>
<kwd lng="es"><![CDATA[Reacción BZ]]></kwd>
<kwd lng="es"><![CDATA[Redes Complejas]]></kwd>
<kwd lng="es"><![CDATA[Aprendizaje supervisado]]></kwd>
<kwd lng="es"><![CDATA[Campo angular gramiano]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Draghici]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Khatri]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Tarca]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Amin]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Done]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Voichita]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Georgescu]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A systems biology approach for pathway level analysis]]></article-title>
<source><![CDATA[Genome Research]]></source>
<year>2007</year>
<volume>17</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>1537-45</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chuang]]></surname>
<given-names><![CDATA[HY]]></given-names>
</name>
<name>
<surname><![CDATA[Hofree]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Ideker]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Decade of Systems Biology]]></article-title>
<source><![CDATA[Annual Review of Cell and Developmental Biology]]></source>
<year>2010</year>
<volume>26</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>721-44</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kell]]></surname>
<given-names><![CDATA[DB]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Systems biology, metabolic modelling and metabolomics in drug discovery and development]]></article-title>
<source><![CDATA[Drug Discovery Today]]></source>
<year>2006</year>
<volume>11</volume>
<numero>23-24</numero>
<issue>23-24</issue>
<page-range>1085-92</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Emmert-Streib]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Dehmer]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Networks for systems biology: conceptual connection of data and function]]></article-title>
<source><![CDATA[IET Systems Biology]]></source>
<year>2011</year>
<volume>5</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>185-207</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Maeda]]></surname>
<given-names><![CDATA[YT]]></given-names>
</name>
<name>
<surname><![CDATA[Sano]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Regulatory Dynamics of Synthetic Gene Networks with Positive Feedback]]></article-title>
<source><![CDATA[Journal of Molecular Biology]]></source>
<year>2006</year>
<volume>359</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1107-24</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ferrell]]></surname>
<given-names><![CDATA[JE]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Self-perpetuating states in signal transduction: positive feedback, double-negative feedback and bistability]]></article-title>
<source><![CDATA[Current Opinion in Cell Biology]]></source>
<year>2002</year>
<volume>14</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>140-8</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mullur]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Y-Y]]></given-names>
</name>
<name>
<surname><![CDATA[Brent]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Thyroid Hormone Regulation of Metabolism]]></article-title>
<source><![CDATA[Physiological Reviews]]></source>
<year>2014</year>
<volume>94</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>355-82</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Porte]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Baskin]]></surname>
<given-names><![CDATA[DG]]></given-names>
</name>
<name>
<surname><![CDATA[Schwartz]]></surname>
<given-names><![CDATA[MW]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Leptin and Insulin Action in the Central Nervous System]]></article-title>
<source><![CDATA[Nutrition Reviews]]></source>
<year>2002</year>
<volume>60</volume>
<page-range>S20-9</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[WW]]></given-names>
</name>
<name>
<surname><![CDATA[Niepel]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Sorger]]></surname>
<given-names><![CDATA[PK]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Classic and contemporary approaches to modeling biochemical reactions]]></article-title>
<source><![CDATA[Genes &amp; Development]]></source>
<year>2010</year>
<volume>24</volume>
<numero>17</numero>
<issue>17</issue>
<page-range>1861-75</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alves]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Antunes]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Salvador]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Tools for kinetic modeling of biochemical networks]]></article-title>
<source><![CDATA[Nature Biotechnolog]]></source>
<year>2006</year>
<volume>24</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>667-72</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Radulescu]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Gorban]]></surname>
<given-names><![CDATA[AN]]></given-names>
</name>
<name>
<surname><![CDATA[Zinovyev]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Noel]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Reduction of dynamical biochemical reactions networks in computational biology]]></article-title>
<source><![CDATA[Frontiers in Genetics]]></source>
<year>2012</year>
<volume>3</volume>
</nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhabotinsky]]></surname>
<given-names><![CDATA[AM]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A history of chemical oscillations and waves. Chaos: An Interdisciplinary]]></article-title>
<source><![CDATA[Journal of Nonlinear Science]]></source>
<year>1991</year>
<volume>1</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>379-86</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sagues]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Epstein]]></surname>
<given-names><![CDATA[IR]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Nonlinear Chemical Dynamics]]></article-title>
<source><![CDATA[Dalton Transactions]]></source>
<year>2003</year>
<volume>32</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1201-17</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Epstein]]></surname>
<given-names><![CDATA[IR]]></given-names>
</name>
<name>
<surname><![CDATA[Pojman]]></surname>
<given-names><![CDATA[JA]]></given-names>
</name>
<name>
<surname><![CDATA[Steinbock]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Introduction: Self-organization in nonequilibrium chemical systems]]></article-title>
<source><![CDATA[Chaos: An Interdisciplinary Journal of Nonlinear Science]]></source>
<year>2006</year>
<volume>16</volume>
<numero>3</numero>
<issue>3</issue>
</nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Noyes]]></surname>
<given-names><![CDATA[RM]]></given-names>
</name>
<name>
<surname><![CDATA[Field]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Koros]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Oscillations in chemical systems. I. Detailed mechanism in a system showing temporal oscillations]]></article-title>
<source><![CDATA[Journal of the American Chemical Society]]></source>
<year>1972</year>
<volume>94</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1394-5</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Field]]></surname>
<given-names><![CDATA[RJ]]></given-names>
</name>
<name>
<surname><![CDATA[Koros]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Noyes]]></surname>
<given-names><![CDATA[RM]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Oscillations in chemical systems. II. Thorough analysis of temporal oscillation in the bromate-cerium-malonic acid system]]></article-title>
<source><![CDATA[Journal of the American Chemical Society]]></source>
<year>1972</year>
<volume>94</volume>
<numero>25</numero>
<issue>25</issue>
<page-range>8649-64</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shanks]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modeling biological systems: the Belousov-Zhabotinsky reaction]]></article-title>
<source><![CDATA[Foundations of Chemistry]]></source>
<year>2011</year>
<volume>3</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>33-53</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Field]]></surname>
<given-names><![CDATA[RJ]]></given-names>
</name>
<name>
<surname><![CDATA[Noyes]]></surname>
<given-names><![CDATA[RM]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Oscillations in chemical systems. IV. Limit cycle behavior in a model of a real chemical reaction]]></article-title>
<source><![CDATA[The Journal of Chemical Physics]]></source>
<year>1974</year>
<volume>60</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1877-84</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Györgyi]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Turanyi]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Field]]></surname>
<given-names><![CDATA[RJ]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mechanistic details of the oscillatory Belousov-Zhabotinskii reaction]]></article-title>
<source><![CDATA[The Journal of Physical Chemistry]]></source>
<year>1990</year>
<volume>94</volume>
<numero>18</numero>
<issue>18</issue>
<page-range>7162-70</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>20</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sayama]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<source><![CDATA[Introduction to the modeling and analysis of complex systems]]></source>
<year>2015</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Open SUNY Textbooks]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<label>21</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lesne]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Complex Networks: from Graph Theory to Biology]]></article-title>
<source><![CDATA[Letters in Mathematical Physics]]></source>
<year>2006</year>
<volume>78</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>235-62</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>22</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mason]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Verwoerd]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Graph theory and networks in Biology]]></article-title>
<source><![CDATA[IET Systems Biology]]></source>
<year>2007</year>
<volume>1</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>89-119</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Albert]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Barabási]]></surname>
<given-names><![CDATA[A-L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Statistical mechanics of complex networks]]></article-title>
<source><![CDATA[Reviews of Modern Physics]]></source>
<year>2002</year>
<volume>74</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>47-97</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>24</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Costa]]></surname>
<given-names><![CDATA[LDF]]></given-names>
</name>
<name>
<surname><![CDATA[Rodrigues]]></surname>
<given-names><![CDATA[FA]]></given-names>
</name>
<name>
<surname><![CDATA[Hilgetag]]></surname>
<given-names><![CDATA[CC]]></given-names>
</name>
<name>
<surname><![CDATA[Kaiser]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Beyond the average: Detecting global singular nodes from local features in complex networks]]></article-title>
<source><![CDATA[EPL (Europhysics Letters)]]></source>
<year>2009</year>
<volume>87</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B25">
<label>25</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Loscalzo]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Albert-László]]></surname>
<given-names><![CDATA[Barabási]]></given-names>
</name>
<name>
<surname><![CDATA[Silverman]]></surname>
<given-names><![CDATA[EK]]></given-names>
</name>
</person-group>
<source><![CDATA[Network medicine: complex systems in human disease and therapeutics]]></source>
<year>2017</year>
<publisher-loc><![CDATA[Cambridge, MA ]]></publisher-loc>
<publisher-name><![CDATA[Harvard University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B26">
<label>26</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Costa]]></surname>
<given-names><![CDATA[LDF]]></given-names>
</name>
<name>
<surname><![CDATA[Rodrigues]]></surname>
<given-names><![CDATA[FA]]></given-names>
</name>
<name>
<surname><![CDATA[Cristino]]></surname>
<given-names><![CDATA[AS]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Complex networks: the key to systems biology]]></article-title>
<source><![CDATA[Genetics and Molecular Biology]]></source>
<year>2008</year>
<volume>31</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>591-601</page-range></nlm-citation>
</ref>
<ref id="B27">
<label>27</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hornberg]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Bruggeman]]></surname>
<given-names><![CDATA[FJ]]></given-names>
</name>
<name>
<surname><![CDATA[Westerhoff]]></surname>
<given-names><![CDATA[HV]]></given-names>
</name>
<name>
<surname><![CDATA[Lankelma]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Cancer: A Systems Biology disease]]></article-title>
<source><![CDATA[Biosystems]]></source>
<year>2006</year>
<volume>83</volume>
<numero>2-3</numero>
<issue>2-3</issue>
<page-range>81-90</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>28</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cardon]]></surname>
<given-names><![CDATA[LR]]></given-names>
</name>
<name>
<surname><![CDATA[Bell]]></surname>
<given-names><![CDATA[JI]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Association study designs for complex diseases]]></article-title>
<source><![CDATA[Nature Reviews Genetics]]></source>
<year>2001</year>
<volume>2</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>91-9</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>29</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[DeFronzo]]></surname>
<given-names><![CDATA[RA]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Insulin Resistance, Hyperinsulinemia, and Coronary Artery Disease: A Complex Metabolic Web]]></article-title>
<source><![CDATA[Journal of Cardiovascular Pharmacology]]></source>
<year>1992</year>
<volume>20</volume>
<numero>^sSuppl 1</numero>
<issue>^sSuppl 1</issue>
<supplement>Suppl 1</supplement>
<page-range>S1-S16</page-range></nlm-citation>
</ref>
<ref id="B30">
<label>30</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Karalliedde]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Gnudi]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Diabetes mellitus, a complex and heterogeneous disease, and the role of insulin resistance as a determinant of diabetic kidney disease]]></article-title>
<source><![CDATA[Nephrology Dialysis Transplantation]]></source>
<year>2016</year>
<volume>31</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>206-13</page-range></nlm-citation>
</ref>
<ref id="B31">
<label>31</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Upadhyay]]></surname>
<given-names><![CDATA[SK]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Chemical kinetics and reaction dynamics]]></article-title>
<source><![CDATA[New Delhi: Springer Netherlands]]></source>
<year>2006</year>
</nlm-citation>
</ref>
<ref id="B32">
<label>32</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kotsiantis]]></surname>
<given-names><![CDATA[SB]]></given-names>
</name>
<name>
<surname><![CDATA[Zaharakis]]></surname>
<given-names><![CDATA[ID]]></given-names>
</name>
<name>
<surname><![CDATA[Pintelas]]></surname>
<given-names><![CDATA[PE]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine learning: a review of classification and combining techniques]]></article-title>
<source><![CDATA[Artificial Intelligence Review]]></source>
<year>2006</year>
<volume>26</volume>
<page-range>159-90</page-range></nlm-citation>
</ref>
<ref id="B33">
<label>33</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Berzal]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[Redes neuronales &amp; deep learning]]></source>
<year>2018</year>
<edition>1</edition>
<publisher-loc><![CDATA[Granada, España ]]></publisher-loc>
<publisher-name><![CDATA[Edición Independiente]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B34">
<label>34</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bastian]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Heymann]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Jacomy]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Gephi: an open source software for exploring and manipulating networks]]></article-title>
<source><![CDATA[International AAAI Conference on Weblogs and Social Media]]></source>
<year>2009</year>
<page-range>361-2</page-range></nlm-citation>
</ref>
<ref id="B35">
<label>35</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moon]]></surname>
<given-names><![CDATA[FC]]></given-names>
</name>
</person-group>
<source><![CDATA[Chaotic and fractal dynamics: introduction for applied scientists and engineers]]></source>
<year>1992</year>
<edition>2</edition>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Wiley]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B36">
<label>36</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Afraimovich]]></surname>
<given-names><![CDATA[VS]]></given-names>
</name>
<name>
<surname><![CDATA[Lin]]></surname>
<given-names><![CDATA[WW]]></given-names>
</name>
<name>
<surname><![CDATA[Rulkov]]></surname>
<given-names><![CDATA[NF]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Fractal dimension for poincaré recurrences as an indicator of synchronized chaotic regimes]]></article-title>
<source><![CDATA[International Journal of Bifurcation and Chaos]]></source>
<year>2000</year>
<volume>10</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>2323-37</page-range></nlm-citation>
</ref>
<ref id="B37">
<label>37</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Lai]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Matías]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Universal scaling of Lyapunov exponents in coupled chaotic oscillators]]></article-title>
<source><![CDATA[Physical Review E]]></source>
<year>2003</year>
<volume>67</volume>
<numero>4</numero>
<issue>4</issue>
</nlm-citation>
</ref>
<ref id="B38">
<label>38</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Porta]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Baselli]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Lombardi]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Montano]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Malliani]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Cerutti]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Conditional entropy approach for the evaluation of the coupling strength]]></article-title>
<source><![CDATA[Biological Cybernetics]]></source>
<year>1999</year>
<volume>81</volume>
<page-range>119-29</page-range></nlm-citation>
</ref>
<ref id="B39">
<label>39</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Eckmann]]></surname>
<given-names><![CDATA[JP]]></given-names>
</name>
<name>
<surname><![CDATA[Kamphorst SO]]></surname>
<given-names><![CDATA[Ruelle D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Recurrence plots of dynamical systems]]></article-title>
<source><![CDATA[Europhysics Letter]]></source>
<year>1987</year>
<volume>4</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>973-7</page-range></nlm-citation>
</ref>
<ref id="B40">
<label>40</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernández Sánchez]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Fernández Pozo]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández Gómez]]></surname>
<given-names><![CDATA[LA]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Deep Neural Networks for Driver Identification Using Accelerometer Signals from Smartphones]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Abramowicz]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
<name>
<surname><![CDATA[Corchuelo]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Business Information Systems. Lecture Notes in Business Information Processing]]></source>
<year>2019</year>
<page-range>206-20</page-range><publisher-loc><![CDATA[Switzerland ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B41">
<label>41</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bode]]></surname>
<given-names><![CDATA[BW]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Clinical Utility of the Continuous Glucose Monitoring System]]></article-title>
<source><![CDATA[Diabetes Technology &amp; Therapeutics]]></source>
<year>2000</year>
<volume>2</volume>
<numero>^sSuppl 1</numero>
<issue>^sSuppl 1</issue>
<supplement>Suppl 1</supplement>
<page-range>S35-41</page-range></nlm-citation>
</ref>
<ref id="B42">
<label>42</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yoo]]></surname>
<given-names><![CDATA[EH]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[SY]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Glucose Biosensors: An Overview of Use in Clinical Practice]]></article-title>
<source><![CDATA[Sensors]]></source>
<year>2010</year>
<volume>10</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>4558-76</page-range></nlm-citation>
</ref>
<ref id="B43">
<label>43</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Frost]]></surname>
<given-names><![CDATA[MC]]></given-names>
</name>
<name>
<surname><![CDATA[Meyerhoff]]></surname>
<given-names><![CDATA[ME]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Implantable chemical sensors for real-time clinical monitoring: progress and challenges]]></article-title>
<source><![CDATA[Current Opinion in Chemical Biology]]></source>
<year>2002</year>
<volume>6</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>633-41</page-range></nlm-citation>
</ref>
<ref id="B44">
<label>44</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Frost]]></surname>
<given-names><![CDATA[MC]]></given-names>
</name>
<name>
<surname><![CDATA[Meyerhoff]]></surname>
<given-names><![CDATA[ME]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Real-Time Monitoring of Critical Care Analytes in the Bloodstream with Chemical Sensors: Progress and Challenges]]></article-title>
<source><![CDATA[Annual Review of Analytical Chemistry]]></source>
<year>2015</year>
<volume>8</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>171-92</page-range></nlm-citation>
</ref>
<ref id="B45">
<label>45</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Coveney]]></surname>
<given-names><![CDATA[PV]]></given-names>
</name>
<name>
<surname><![CDATA[Fowler]]></surname>
<given-names><![CDATA[PW]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modelling biological complexity: a physical scientist's perspective]]></article-title>
<source><![CDATA[Journal of The Royal Society Interface]]></source>
<year>2005</year>
<volume>2</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>267-80</page-range></nlm-citation>
</ref>
<ref id="B46">
<label>46</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kleinberg]]></surname>
<given-names><![CDATA[JM]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Authoritative sources in a hyperlinked environment]]></article-title>
<source><![CDATA[Journal of the ACM]]></source>
<year>1999</year>
<volume>46</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>604-32</page-range></nlm-citation>
</ref>
<ref id="B47">
<label>47</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Aton]]></surname>
<given-names><![CDATA[SJ]]></given-names>
</name>
<name>
<surname><![CDATA[Herzog]]></surname>
<given-names><![CDATA[ED]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Come Together, Right&#8230;Now: Synchronization of Rhythms in a Mammalian Circadian Clock]]></article-title>
<source><![CDATA[Neuron]]></source>
<year>2005</year>
<volume>48</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>531-4</page-range></nlm-citation>
</ref>
<ref id="B48">
<label>48</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lorenzo González]]></surname>
<given-names><![CDATA[MN]]></given-names>
</name>
</person-group>
<source><![CDATA[Influencia del Ruido Gaussiano Correlacionado en la Sincronización de Sistemas Caóticos]]></source>
<year>2000</year>
<publisher-loc><![CDATA[Santiago de Compostela ]]></publisher-loc>
<publisher-name><![CDATA[Universidad de Santiago de Compostela]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B49">
<label>49</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lefever]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Nicolis]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Borckmans]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The brusselator: it does oscillate all the same]]></article-title>
<source><![CDATA[Journal of the Chemical Society, Faraday Transactions 1: Physical Chemistry in Condensed Phases]]></source>
<year>1988</year>
<volume>84</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1013-23</page-range></nlm-citation>
</ref>
<ref id="B50">
<label>50</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vaidyanathan]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Anti-synchronization of Brusselator chemical reaction systems via adaptive control]]></article-title>
<source><![CDATA[International Journal of ChemTech Research]]></source>
<year>2015</year>
<volume>8</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>759-68</page-range></nlm-citation>
</ref>
<ref id="B51">
<label>51</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sel'kov]]></surname>
<given-names><![CDATA[EE]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Self-Oscillations in glycolysis. 1. A Simple Kinetic Model]]></article-title>
<source><![CDATA[European Journal of Biochemistry]]></source>
<year>1968</year>
<volume>4</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>79-86</page-range></nlm-citation>
</ref>
<ref id="B52">
<label>52</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Keener]]></surname>
<given-names><![CDATA[JP]]></given-names>
</name>
<name>
<surname><![CDATA[Sneyd]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Mathematical physiology]]></source>
<year>2009</year>
<edition>2</edition>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B53">
<label>53</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Butcher]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Numerical methods for ordinary differential equations in the 20th century]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Brezinski]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Wuytack]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<source><![CDATA[Numerical Analysis: Historical Developments in the 20th Century]]></source>
<year>2001</year>
<page-range>449-77</page-range><publisher-loc><![CDATA[Amsterdam ]]></publisher-loc>
<publisher-name><![CDATA[Elsevier]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B54">
<label>54</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Faouzi]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Janati]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[pyts: A python package for time series classification]]></article-title>
<source><![CDATA[Journal of Machine Learning Research]]></source>
<year>2020</year>
<volume>21</volume>
<numero>46</numero>
<issue>46</issue>
<page-range>1&#8722;6</page-range></nlm-citation>
</ref>
<ref id="B55">
<label>55</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Oates]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Imaging time-series to improve classification and imputation]]></article-title>
<source><![CDATA[Proceedings of the 24th International Joint Conference on Artificial Intelligence]]></source>
<year>2015</year>
<page-range>3939-45</page-range></nlm-citation>
</ref>
<ref id="B56">
<label>56</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[&#1041;&#1088;&#1072;&#1075;&#1080;&#1085;]]></surname>
<given-names><![CDATA[AB]]></given-names>
</name>
<name>
<surname><![CDATA[Bragin A]]></surname>
<given-names><![CDATA[&#1057;&#1087;&#1080;&#1094;&#1099;&#1085; &#1042;&#1043;]]></given-names>
</name>
<name>
<surname><![CDATA[Spicyn]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Electroencephalogram Analysis Based on Gramian Angular Field Transformation]]></article-title>
<source><![CDATA[Proceedings of the 29th International Conference on Computer Graphics and Vision]]></source>
<year>2019</year>
<page-range>273-5</page-range></nlm-citation>
</ref>
<ref id="B57">
<label>57</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dama&#353;evi&#269;ius]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Maskeli&#363;nas]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Wo&#378;niak]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Polap]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Visualization of physiologic signals based on Hjorth parameters and Gramian Angular Fields]]></article-title>
<source><![CDATA[2018 IEEE 16th World Symposium on Applied Machine Intelligence and Informatics (SAMI)]]></source>
<year>2018</year>
<page-range>91-6</page-range></nlm-citation>
</ref>
<ref id="B58">
<label>58</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Qin]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Meng]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Qin]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Choo]]></surname>
<given-names><![CDATA[K-KR]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Imaging and fusing time series for wearable sensor-based human activity recognition]]></article-title>
<source><![CDATA[Information Fusion]]></source>
<year>2020</year>
<volume>53</volume>
<page-range>80-7</page-range></nlm-citation>
</ref>
<ref id="B59">
<label>59</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Demsar]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Curk]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Erjavec]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Gorup]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Hocevar]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Milutinovic]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Mozina]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Polajnar]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Toplak]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Staric]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Stajdohar]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Umek]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Zagar]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Zbontar]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Zitnik]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Zupan]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Orange: Data Mining Toolbox in Python]]></article-title>
<source><![CDATA[Journal of Machine Learning Research]]></source>
<year>2013</year>
<volume>14</volume>
<numero>35</numero>
<issue>35</issue>
<page-range>2349&#8722;2353</page-range></nlm-citation>
</ref>
<ref id="B60">
<label>60</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dem&#353;ar]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Zupan]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Orange: Data Mining Fruitful and Fun- A Hystorical Perspective]]></article-title>
<source><![CDATA[Informatica]]></source>
<year>2013</year>
<volume>37</volume>
<page-range>55-60</page-range></nlm-citation>
</ref>
<ref id="B61">
<label>61</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Godec]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Pan&#269;ur]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Ileni&#269;]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[&#268;opar]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Stra&#382;ar]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Erjavec]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Pretnar]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Dem&#353;ar]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Stari&#269;]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Toplak]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[&#381;agar]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Hartman]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Bellazzi]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Petrovi&#269;]]></surname>
<given-names><![CDATA[U]]></given-names>
</name>
<name>
<surname><![CDATA[Garagna]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Zuccotti]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Park]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Shaulsky]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Zupan]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Democratized image analytics by visual programming through integration of deep models and small-scale machine learning]]></article-title>
<source><![CDATA[Nature Communications]]></source>
<year>2019</year>
<volume>10</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B62">
<label>62</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Weiss]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Khoshgoftaar]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[DA]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[survey of transfer learning]]></article-title>
<source><![CDATA[Journal of Big Data]]></source>
<year>2016</year>
<volume>3</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1345-59</page-range></nlm-citation>
</ref>
<ref id="B63">
<label>63</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tan]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Kong]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A survey on deep transfer learning]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[K&#367;rková]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Manolopoulos]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Hammer]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Iliadis]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Maglogiannis]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
</person-group>
<source><![CDATA[International conference on artificial neural networks]]></source>
<year>2018</year>
<page-range>270-9</page-range><publisher-loc><![CDATA[Rhodes ]]></publisher-loc>
<publisher-name><![CDATA[Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B64">
<label>64</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Szegedy]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Vanhoucke]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Ioffe]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Shlens]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Wojna]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Rethinking the inception architecture for computer vision]]></article-title>
<source><![CDATA[2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)]]></source>
<year>2016</year>
<page-range>2818-26</page-range><publisher-loc><![CDATA[Las Vegas ]]></publisher-loc>
<publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B65">
<label>65</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Iandola]]></surname>
<given-names><![CDATA[FN]]></given-names>
</name>
<name>
<surname><![CDATA[Han]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Moskewicz]]></surname>
<given-names><![CDATA[MW]]></given-names>
</name>
<name>
<surname><![CDATA[Ashraf]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Dally]]></surname>
<given-names><![CDATA[WJ]]></given-names>
</name>
<name>
<surname><![CDATA[Keutzer]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and &lt;0.5MB model size]]></article-title>
<source><![CDATA[arXiv.org]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B66">
<label>66</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Simonyan]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Zisserman]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Very Deep Convolutional Networks for Large-Scale Image Recognition]]></article-title>
<source><![CDATA[arXiv.org]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B67">
<label>67</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Almagro Armenteros]]></surname>
<given-names><![CDATA[JJ]]></given-names>
</name>
<name>
<surname><![CDATA[Sønderby]]></surname>
<given-names><![CDATA[CK]]></given-names>
</name>
<name>
<surname><![CDATA[Sønderby]]></surname>
<given-names><![CDATA[SK]]></given-names>
</name>
<name>
<surname><![CDATA[Nielsen]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Winther]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[DeepLoc: prediction of protein subcellular localization using deep learning]]></article-title>
<source><![CDATA[Bioinformatics]]></source>
<year>2017</year>
<volume>33</volume>
<numero>21</numero>
<issue>21</issue>
<page-range>3387-95</page-range></nlm-citation>
</ref>
<ref id="B68">
<label>68</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Müller]]></surname>
<given-names><![CDATA[AC]]></given-names>
</name>
<name>
<surname><![CDATA[Guido]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Introduction to machine learning with Python a guide for data scientists]]></source>
<year>2018</year>
<page-range>251-303</page-range><publisher-loc><![CDATA[Beijing ]]></publisher-loc>
<publisher-name><![CDATA[OReilly]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B69">
<label>69</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hawkins]]></surname>
<given-names><![CDATA[DM]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Problem of Overfitting]]></article-title>
<source><![CDATA[Journal of Chemical Information and Computer Sciences]]></source>
<year>2004</year>
<volume>44</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-12</page-range></nlm-citation>
</ref>
<ref id="B70">
<label>70</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sokolova]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Japkowicz]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Szpakowicz]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Sattar]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Kang]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<source><![CDATA[AI 2006: Advances in Artificial Intelligence]]></source>
<year>2006</year>
<page-range>1015-21</page-range><publisher-loc><![CDATA[Berlin ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B71">
<label>71</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pinto]]></surname>
<given-names><![CDATA[CMA]]></given-names>
</name>
<name>
<surname><![CDATA[Mendes Lopes]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Tenreiro Machado]]></surname>
<given-names><![CDATA[JA]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A review of power laws in real life phenomena]]></article-title>
<source><![CDATA[Communications in Nonlinear Science and Numerical Simulation]]></source>
<year>2012</year>
<volume>17</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>3558-78</page-range></nlm-citation>
</ref>
<ref id="B72">
<label>72</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gisiger]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Scale invariance in biology: coincidence or footprint of a universal mechanism?]]></article-title>
<source><![CDATA[Biological Reviews of the Cambridge Philosophical Society]]></source>
<year>2001</year>
<volume>76</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>161-209</page-range></nlm-citation>
</ref>
<ref id="B73">
<label>73</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Amemiya]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Kádár]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Kettunen]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Showalter]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Spiral Wave Formation in Three-Dimensional Excitable Media]]></article-title>
<source><![CDATA[Physical Review Letters]]></source>
<year>1996</year>
<volume>77</volume>
<numero>15</numero>
<issue>15</issue>
<page-range>3244-7</page-range></nlm-citation>
</ref>
<ref id="B74">
<label>74</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Krug]]></surname>
<given-names><![CDATA[HJ]]></given-names>
</name>
<name>
<surname><![CDATA[Pohlmann]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Kuhnert]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Analysis of the modified complete Oregonator accounting for oxygen sensitivity and photosensitivity of Belousov-Zhabotinskii systems]]></article-title>
<source><![CDATA[The Journal of Physical Chemistry]]></source>
<year>1990</year>
<volume>94</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>4862-6</page-range></nlm-citation>
</ref>
<ref id="B75">
<label>75</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ma]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Huang]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Jin]]></surname>
<given-names><![CDATA[W-Y]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Complete synchronization, phase synchronization and parameters estimation in a realistic chaotic system]]></article-title>
<source><![CDATA[Communications in Nonlinear Science and Numerical Simulation]]></source>
<year>2011</year>
<volume>16</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>3770-85</page-range></nlm-citation>
</ref>
<ref id="B76">
<label>76</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rajesh]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Sinha]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Sinha]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Synchronization in coupled cells with activator-inhibitor pathways]]></article-title>
<source><![CDATA[Physical Review E]]></source>
<year>2007</year>
<volume>75</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B77">
<label>77</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Belykh]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[Lange]]></surname>
<given-names><![CDATA[ED]]></given-names>
</name>
<name>
<surname><![CDATA[Hasler]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Synchronization of Bursting Neurons: What Matters in the Network Topology]]></article-title>
<source><![CDATA[Physical Review Letters]]></source>
<year>2005</year>
<volume>94</volume>
<numero>18</numero>
<issue>18</issue>
<page-range>1881011-4</page-range></nlm-citation>
</ref>
<ref id="B78">
<label>78</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Belhaq]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Houssni]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Quasi-periodic oscillations, chaos and suppression of chaos in a nonlinear oscillator driven by parametric and external excitations]]></article-title>
<source><![CDATA[Nonlinear Dynamics]]></source>
<year>1999</year>
<volume>18</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-24</page-range></nlm-citation>
</ref>
<ref id="B79">
<label>79</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ng]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Feature selection, L 1 vs. L 2 regularization, and rotational invariance]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Brodley]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<source><![CDATA[ICML '04: Proceedings of the twenty-first international conference on Machine learning]]></source>
<year>2004</year>
<page-range>78-86</page-range><publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Association for Computing Machinery]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B80">
<label>80</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ng]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Preventing" overfitting" of cross-validation data]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Fisher]]></surname>
<given-names><![CDATA[DH]]></given-names>
</name>
</person-group>
<source><![CDATA[ICML '97: Proceedings of the Fourteenth International Conference on Machine Learning]]></source>
<year>1997</year>
<page-range>245-53</page-range><publisher-loc><![CDATA[San Francisco ]]></publisher-loc>
<publisher-name><![CDATA[Morgan Kaufmann Publishers Inc]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B81">
<label>81</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mao]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
<name>
<surname><![CDATA[Mu]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
<name>
<surname><![CDATA[Zheng]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Yan]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Leave-one-out cross-validation-based model selection for multi-input multi-output support vector machine]]></article-title>
<source><![CDATA[Neural Computing and Applications]]></source>
<year>2012</year>
<volume>24</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>441-51</page-range></nlm-citation>
</ref>
<ref id="B82">
<label>82</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Grünauer]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Vincze]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using Dimension Reduction to Improve the Classification of High-dimensional Data]]></article-title>
<source><![CDATA[OAGM Workshop]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B83">
<label>83</label><nlm-citation citation-type="journal">
<collab>Azure Machine Learning</collab>
<article-title xml:lang=""><![CDATA[Evitar el sobreajuste y los datos desequilibrados con el aprendizaje automático automatizado]]></article-title>
<source><![CDATA[Microsoft]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B84">
<label>84</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Christodoulou]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Ma]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Collins]]></surname>
<given-names><![CDATA[GS]]></given-names>
</name>
<name>
<surname><![CDATA[Steyerberg]]></surname>
<given-names><![CDATA[EW]]></given-names>
</name>
<name>
<surname><![CDATA[Verbakel]]></surname>
<given-names><![CDATA[JY]]></given-names>
</name>
<name>
<surname><![CDATA[Calster]]></surname>
<given-names><![CDATA[BV]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models]]></article-title>
<source><![CDATA[Journal of Clinical Epidemiology]]></source>
<year>2019</year>
<volume>110</volume>
<page-range>12-22</page-range></nlm-citation>
</ref>
<ref id="B85">
<label>85</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rajagopal]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Hareesha]]></surname>
<given-names><![CDATA[KS]]></given-names>
</name>
<name>
<surname><![CDATA[Kundapur]]></surname>
<given-names><![CDATA[PP]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Performance analysis of binary and multiclass models using azure machine learning]]></article-title>
<source><![CDATA[International Journal of Electrical and Computer Engineering (IJECE)]]></source>
<year>2020</year>
<volume>10</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>978-86</page-range></nlm-citation>
</ref>
<ref id="B86">
<label>86</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kohavi]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A study of cross-validation and bootstrap for accuracy estimation and model selection]]></article-title>
<source><![CDATA[IJCAI'95: Proceedings of the 14th international joint conference on Artificial intelligence]]></source>
<year>1995</year>
<volume>14</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>1137-45</page-range></nlm-citation>
</ref>
<ref id="B87">
<label>87</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alducin Castillo]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Yanez Suárez]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Brust Carmona]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Electroencephalographic analysis of the functional conectivity in habituation by graphics theory]]></article-title>
<source><![CDATA[Revista Mexicana de Ingeniería Biomédica]]></source>
<year>2016</year>
<volume>37</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>181-200</page-range></nlm-citation>
</ref>
<ref id="B88">
<label>88</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Glass]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Synchronization and rhythmic processes in physiology]]></article-title>
<source><![CDATA[Nature]]></source>
<year>2001</year>
<volume>410</volume>
<numero>6825</numero>
<issue>6825</issue>
<page-range>277-84</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
