<?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>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462010000100007</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Assessing Data Quality of Integrated Data by Quality Aggregation of its Ancestors]]></article-title>
<article-title xml:lang="es"><![CDATA[Evaluación de Calidad de Datos Integrados por Agregación de Calidad de sus Ancestros]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Angeles]]></surname>
<given-names><![CDATA[Maria del Pilar]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[MacKinnon]]></surname>
<given-names><![CDATA[Lachlan Mhor]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Nacional Autónoma de México Facultad de Ingeniería División de Ingeniería Eléctrica]]></institution>
<addr-line><![CDATA[México D.F.]]></addr-line>
</aff>
<aff id="A02">
<institution><![CDATA[,University of Abertay Dundee  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>03</month>
<year>2010</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>03</month>
<year>2010</year>
</pub-date>
<volume>13</volume>
<numero>3</numero>
<fpage>331</fpage>
<lpage>344</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462010000100007&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462010000100007&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462010000100007&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[La calidad de los datos se degrada durante el proceso de extracción y fusión de datos a partir de múltiples fuentes de datos heterogéneas. Además, los usuarios no tienen información acerca de la calidad de los datos que accesan. Este documento presenta los métodos utilizados para la evaluación de la calidad de datos a múltiples niveles de granularidad, incluyendo datos derivados no atómicos teniendo en cuenta la proveniencia de los datos. El prototipo del Manejador de Calidad de Datos ha sido implementado para poder probar dicha evaluación.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Data Quality is degraded during the process of extracting and merging data from multiple heterogeneous sources. Besides, users have no information regarding the quality of the accessed data. This document presents the methods utilized to assess data quality at multiple levels of granularity, including derived non-atomic data, considering data provenance. The Data Quality Manager prototype has been implemented and tested to prove such assessment.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Calidad de Datos]]></kwd>
<kwd lng="es"><![CDATA[Datos derivados]]></kwd>
<kwd lng="es"><![CDATA[Integración de Datos]]></kwd>
<kwd lng="es"><![CDATA[Evaluación de Calidad de Datos]]></kwd>
<kwd lng="en"><![CDATA[Data Quality]]></kwd>
<kwd lng="en"><![CDATA[Derived Data]]></kwd>
<kwd lng="en"><![CDATA[Data Integration]]></kwd>
<kwd lng="en"><![CDATA[Assessment of Data Quality]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="justify"><font face="verdana" size="4">Art&iacute;culos</font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><b>Assessing Data Quality of Integrated Data by Quality Aggregation of its Ancestors</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="3"><b><i>Evaluaci&oacute;n de Calidad de Datos Integrados por Agregaci&oacute;n de Calidad de sus Ancestros</i></b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>Maria del Pilar Angeles<sup>1</sup> and Lachlan Mhor MacKinnon<sup>2</sup></b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><sup>1</sup> <i>Facultad de Ingenier&iacute;a, Divisi&oacute;n de Ingenier&iacute;a El&eacute;ctrica, Departamento Computaci&oacute;n,UNAM. Edificio "Bernardo Quintana" 2do. Piso, CU., C.P., 04510 M&eacute;xico D.F. Tel. 56223012. </i><a href="mailto:pilar@macs.hw.ac.uk">pilar@macs.hw.ac.uk</a></font></p>     <p align="justify"><font face="verdana" size="2"><sup>2 </sup><i>Computing &amp; Creative Technologies, University of Abertay Dundee Dundee DD1 HG. Tel. 01382308601. </i><a href="mailto:mackinnon@abertay.ac.uk">mackinnon@abertay.ac.uk</a></font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2">Article received on April 29, 2008    <br>   Accepted on January 05, 2009</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>     <p align="justify"><font face="verdana" size="2">La calidad de los datos se degrada durante el proceso de extracci&oacute;n y fusi&oacute;n de datos a partir de m&uacute;ltiples fuentes de datos heterog&eacute;neas. Adem&aacute;s, los usuarios no tienen informaci&oacute;n acerca de la calidad de los datos que accesan.</font></p>     <p align="justify"><font face="verdana" size="2">Este documento presenta los m&eacute;todos utilizados para la evaluaci&oacute;n de la calidad de datos a m&uacute;ltiples niveles de granularidad, incluyendo datos derivados no at&oacute;micos teniendo en cuenta la proveniencia de los datos. El prototipo del Manejador de Calidad de Datos ha sido implementado para poder probar dicha evaluaci&oacute;n.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Palabras clave: </b>Calidad de Datos, Datos derivados, Integraci&oacute;n de Datos, Evaluaci&oacute;n de Calidad de Datos.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">Data Quality is degraded during the process of extracting and merging data from multiple heterogeneous sources. Besides, users have no information regarding the quality of the accessed data. </font></p>     <p align="justify"><font face="verdana" size="2">This document presents the methods utilized to assess data quality at multiple levels of granularity, including derived non&#150;atomic data, considering data provenance.     The Data Quality Manager prototype has been implemented and tested to prove such assessment.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords: </b>Data Quality, Derived Data, Data Integration, Assessment of Data Quality.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v13n3/v13n3a7.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>References</b></font></p>     <!-- ref --><p align="justify"><font face="verdana" size="2">1. <b>Angeles P. &amp; MacKinnon L.M. (2004). </b>Detection and Resolution of Data Inconsistencies, and Data Integration using Data Quality Criteria. <i>QUATIC 2004: Conference for Quality in Information and Communications Technology, </i>Porto, Portugal, 87&#150;94.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049124&pid=S1405-5546201000010000700001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">2. <b>Angeles, P. &amp; MacKinnon L.M. (2005). </b>Tracking Data Provenance with a Snared Metadata. <i>Postgraduate Research Conference in Electronics, Photonics,  Communications and Networks,  and Computing Science, </i>Lancaster England, UK, 120&#150;121.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049125&pid=S1405-5546201000010000700002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">3. <b>Angeles, P. &amp; MacKinnon L.M. (2005). </b>Quality Measurement and Assessment Models Including Data Provenance to Grade Data Sources. <i>International Conference on Computer Science and Information Systems, </i>Athens, Greece, 101&#150;118.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049126&pid=S1405-5546201000010000700003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">4. <b>Ballou, D. &amp; Tayi G. (1998). </b>Examining Data Quality. <i>Communications of the ACM</i>, 41 (2), 54&#150;57.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049127&pid=S1405-5546201000010000700004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">5. <b>Bovee, M., Mark, B. &amp; Srivastava E. P. (2001). </b>A Conceptual Framework and Belief Function Approach to Assessing Overall Information Quality. <i>International Journal of Intelligent Systems, </i>18(1), 51&#150;74.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049128&pid=S1405-5546201000010000700005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">6. <b>Burgess, M. S. E. (2003). </b><i>Using Multiple Quality Criteria to Focus Information Search Results, </i>Ph.D Thesis, Cardiff University, Cardiff, Wales, United Kingdom.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049129&pid=S1405-5546201000010000700006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">7. <b>Cui, Y. &amp; Widom, J. (2000). </b>Practical Lineage Tracing in Data Warehouses. <i>16th International Conference on Data Engineering (ICDE'00)</i>, San Diego, California, USA, 367&#150;378.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049130&pid=S1405-5546201000010000700007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">8. <b>Hern&aacute;ndez, M. A., &amp; Stolfo, S. J. (1998). </b>Real&#150;world data is dirty: Data cleansing and the merge/purge problem. <i>Data Mining and Knowledge Discovery</i>, 2(1), 9&#150;37.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049131&pid=S1405-5546201000010000700008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">9. <b>Hwang, C. L. &amp; Yoon, K. (1995). </b><i>Multiple Attribute Decision Making: An Introduction. </i>London: Sage Publications Inc.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049132&pid=S1405-5546201000010000700009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">10. <b>Motro, A. &amp; Rakov, I. (1998). </b>Estimating the Quality of Databases. <i>Third International Conference on Flexible Query Answering Systems. Lecture Notes in Computer Science</i>, 1495, 298&#150;307.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049133&pid=S1405-5546201000010000700010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">11. <b>Naumann, F. &amp; Roker, C. (2000). </b>Assessment Methods for Information Quality Criteria. <i>International Conference on Information Quality IQ2000. </i>Cambridge, MA, USA, 148&#150;162.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049134&pid=S1405-5546201000010000700011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">12. <b>Naumann, F. (2002). </b><i>Quality&#150;Driven Query Answering for Integrated Information Systems, Lecture Notes in Computer Science, 2261. </i>Berlin: Springer.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049135&pid=S1405-5546201000010000700012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">13. <b>Naumann, F, Freytag, J. &amp; Lesser, U. (2004). </b>Completeness of Information Sources. <i>Information Systems</i>, 29(7), 583&#150;615.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049136&pid=S1405-5546201000010000700013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">14. <b>Pipino, L. L., Yang, W. L. &amp; Wang, R. Y. (2002). </b>Data Quality Assessment. <i>Communications of the ACM. </i>44(4ve), 211&#150;218.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049137&pid=S1405-5546201000010000700014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">15. <b>Scannapieco, M. &amp; Batini, C. (2004). </b>Completeness in the Relational Model: A Comprehensive Framework. <i>9th International Conference on Information Quality ICIQ&#150;04</i>, Cambridge, MA, USA, 333&#150;345.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049138&pid=S1405-5546201000010000700015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">16. <b>Sheskin, D. (2004). </b><i>Handbook of Parametric and Nonparametric Statistical Procedures. </i>London: Chapman &amp; Hall.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049139&pid=S1405-5546201000010000700016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">17. <b>Transaction Processing Performance Council (TPC). </b>TPC Benchmark C Standard Specification Revision 5.9, 2007.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049140&pid=S1405-5546201000010000700017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">18. <b>Transaction Processing Performance Council (TPCH). </b>TPC Benchmark H (Decision Support). Standard Specification Revision 2.6.2,2008.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049141&pid=S1405-5546201000010000700018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">19. <b>Wang, R. Y., Reedy, M. P., &amp; Gupta, A. (1993). </b>An Object&#150;Oriented Implementation of Quality Data Products.    <i>Workshop    on   Information    Technology   Systems, </i>Orlando,    FL,    USA.    Retrieved    from <a href="http://web.mit.edu/tdqm/www/tdqmpub/WITS93ObjectDec93.pdf" target="_blank">http://web.mit.edu/tdqm/www/tdqmpub/WITS93ObjectDec93.pdf</a>.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049142&pid=S1405-5546201000010000700019&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">20. <b>Wilcoxon, F. &amp; Wilcoxon, R. A. (1964). </b><i>Some Rapid Approximate Statistical Procedure. </i>New York: American Cyanamid Co.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049143&pid=S1405-5546201000010000700020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">21. <b>Woodruff, A. &amp; Stonebraker, M. (1997). </b>Supporting fine&#150;grained data lineage in a database visualization environment. <i>International Conference on Data Engineering ICDE, </i>Berkeley, California, USA, 91&#150;102.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049144&pid=S1405-5546201000010000700021&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">22. <b>Zhang, W. (2004). </b>Handover Decision Using Fuzzy MADM in Heterogeneous Networks. <i>IEEE Wireless Communications and Networking Conference WCNC 2004</i>, Atlanta, Georgia, USA, 3&#150;9.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2049145&pid=S1405-5546201000010000700022&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --> ]]></body><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Angeles]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[MacKinnon]]></surname>
<given-names><![CDATA[L.M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Detection and Resolution of Data Inconsistencies, and Data Integration using Data Quality Criteria]]></source>
<year>2004</year>
<conf-name><![CDATA[ Conference for Quality in Information and Communications Technology]]></conf-name>
<conf-date>2004</conf-date>
<conf-loc>Porto </conf-loc>
<page-range>87-94</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Angeles]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[MacKinnon]]></surname>
<given-names><![CDATA[L.M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Tracking Data Provenance with a Snared Metadata]]></source>
<year>2005</year>
<conf-name><![CDATA[ Postgraduate Research Conference in Electronics, Photonics, Communications and Networks, and Computing Science]]></conf-name>
<conf-loc>Lancaster </conf-loc>
<page-range>120-121</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Angeles]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[MacKinnon]]></surname>
<given-names><![CDATA[L.M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Quality Measurement and Assessment Models Including Data Provenance to Grade Data Sources]]></source>
<year>2005</year>
<conf-name><![CDATA[ International Conference on Computer Science and Information Systems]]></conf-name>
<conf-loc>Athens </conf-loc>
<page-range>101-118</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[Ballou]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Tayi]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Examining Data Quality]]></article-title>
<source><![CDATA[Communications of the ACM]]></source>
<year>1998</year>
<volume>41</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>54-57</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[Bovee]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Mark]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Srivastava]]></surname>
<given-names><![CDATA[E. P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A Conceptual Framework and Belief Function Approach to Assessing Overall Information Quality]]></article-title>
<source><![CDATA[International Journal of Intelligent Systems]]></source>
<year>2001</year>
<volume>18</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>51-74</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Burgess]]></surname>
<given-names><![CDATA[M. S. E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Using Multiple Quality Criteria to Focus Information Search Results]]></source>
<year>2003</year>
</nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cui]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Widom]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Practical Lineage Tracing in Data Warehouses]]></source>
<year>2000</year>
<conf-name><![CDATA[16th International Conference on Data Engineering]]></conf-name>
<conf-loc>San Diego California</conf-loc>
<page-range>367-378</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[Hernández]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Stolfo]]></surname>
<given-names><![CDATA[S. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Real-world data is dirty: Data cleansing and the merge/purge problem]]></article-title>
<source><![CDATA[Data Mining and Knowledge Discovery]]></source>
<year>1998</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>9-37</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hwang]]></surname>
<given-names><![CDATA[C. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Yoon]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multiple Attribute Decision Making: An Introduction]]></source>
<year>1995</year>
<publisher-loc><![CDATA[London ]]></publisher-loc>
<publisher-name><![CDATA[Sage Publications Inc]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Motro]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Rakov]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Estimating the Quality of Databases]]></source>
<year>1998</year>
<volume>1495</volume>
<conf-name><![CDATA[Third International Conference on Flexible Query Answering Systems]]></conf-name>
<conf-loc> </conf-loc>
<page-range>298-307</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Naumann]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Roker]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Assessment Methods for Information Quality Criteria]]></source>
<year>2000</year>
<conf-name><![CDATA[ International Conference on Information Quality IQ2000]]></conf-name>
<conf-loc>Cambridge MA</conf-loc>
<page-range>148-162</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Naumann]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<source><![CDATA[Quality-Driven Query Answering for Integrated Information Systems]]></source>
<year>2002</year>
<volume>2261</volume>
<publisher-loc><![CDATA[Berlin ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Naumann]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Freytag]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Lesser]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Completeness of Information Sources]]></article-title>
<source><![CDATA[Information Systems]]></source>
<year>2004</year>
<volume>29</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>583-615</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[Pipino]]></surname>
<given-names><![CDATA[L. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[W. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[R. Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Data Quality Assessment]]></article-title>
<source><![CDATA[Communications of the ACM]]></source>
<year>2002</year>
<volume>44</volume>
<page-range>211-218</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Scannapieco]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Batini]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Completeness in the Relational Model: A Comprehensive Framework]]></source>
<year>2004</year>
<conf-name><![CDATA[9th International Conference on Information Quality ICIQ-04]]></conf-name>
<conf-loc>Cambridge MA</conf-loc>
<page-range>333-345</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sheskin]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Handbook of Parametric and Nonparametric Statistical Procedures]]></source>
<year>2004</year>
<publisher-loc><![CDATA[London ]]></publisher-loc>
<publisher-name><![CDATA[Chapman & Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="">
<collab>Transaction Processing Performance Council (TPC)</collab>
<source><![CDATA[TPC Benchmark C Standard Specification Revision 5.9]]></source>
<year>2007</year>
</nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="">
<collab>Transaction Processing Performance Council (TPCH)</collab>
<source><![CDATA[TPC Benchmark H (Decision Support): Standard Specification Revision 2.6.2]]></source>
<year>2008</year>
</nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[R. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Reedy]]></surname>
<given-names><![CDATA[M. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Gupta]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[An Object-Oriented Implementation of Quality Data Products]]></source>
<year>1993</year>
<conf-name><![CDATA[ Workshop on Information Technology Systems]]></conf-name>
<conf-loc>Orlando FL</conf-loc>
</nlm-citation>
</ref>
<ref id="B20">
<label>20</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilcoxon]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Wilcoxon]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Some Rapid Approximate Statistical Procedure]]></source>
<year>1964</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[American Cyanamid Co]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<label>21</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Woodruff]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Stonebraker]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Supporting fine-grained data lineage in a database visualization environment]]></source>
<year>1997</year>
<conf-name><![CDATA[ International Conference on Data Engineering]]></conf-name>
<conf-loc>Berkeley California</conf-loc>
<page-range>91-102</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>22</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Handover Decision Using Fuzzy MADM in Heterogeneous Networks]]></source>
<year>2004</year>
<conf-name><![CDATA[ Wireless Communications and Networking Conference WCNC 2004]]></conf-name>
<conf-loc>Atlanta Georgia</conf-loc>
<page-range>3-9</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
