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  <pub:Article rdf:about="http://ebiquity.umbc.edu/paper/html/id/292/Predictive-Mining-of-Time-Series-Data-in-Astronomy">
    <rdfs:label><![CDATA[Predictive Mining of Time Series Data in Astronomy]]></rdfs:label>
    <pub:title><![CDATA[Predictive Mining of Time Series Data in Astronomy]]></pub:title>
    <pub:publishedOn rdf:datatype="&xsd;dateTime">2003-01-01T00:00:00-05:00</pub:publishedOn>
    <pub:abstract><![CDATA[We discuss the development of a Java toolbox for astronomical time
series data. Rather than using methods conventional in astronomy (e.g.,
power spectrum and cross-correlation analysis) we employ rule discovery
techniques commonly used in analyzing stock-market data. By clustering
patterns found within the data, rule discovery allows one to build pre-
dictive models, allowing one to forecast when a given event might occur
or whether the occurrence of one event will trigger a second. We have
tested the toolbox and accompanying display tool on datasets (represent-
ing several classes of objects) from the RXTE All Sky Monitor. We use
these datasets to illustrate the methods and functionality of the toolbox.
We also discuss issues that can come up in data analysis as well as the
possible future development of the package.]]></pub:abstract>
    <pub:pages><![CDATA[431-434]]></pub:pages>
    <pub:volume><![CDATA[295]]></pub:volume>
    <pub:counter>618</pub:counter>
    <pub:googleKey>7hv4QbjAITEJ</pub:googleKey>
    <pub:googleCitations>5</pub:googleCitations>
    <pub:journal><![CDATA[Astronomical Data Analysis Software and Systems XII ASP Conference Series]]></pub:journal>
    <pub:author>
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         <rdf:first><person:Collaborator rdf:about="http://ebiquity.umbc.edu/person/html/Eric/Perlman/"><person:name><![CDATA[Eric  Perlman]]></person:name><rdfs:label><![CDATA[Eric  Perlman]]></rdfs:label></person:Collaborator></rdf:first>
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             <rdf:first><person:PhDStudent rdf:about="http://ebiquity.umbc.edu/person/html/Akshay/Java/"><person:name><![CDATA[Akshay  Java]]></person:name><rdfs:label><![CDATA[Akshay  Java]]></rdfs:label></person:PhDStudent></rdf:first>
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    <pub:firstAuthor><person:Collaborator rdf:about="http://ebiquity.umbc.edu/person/html/Eric/Perlman/"><person:name><![CDATA[Eric  Perlman]]></person:name><rdfs:label><![CDATA[Eric  Perlman]]></rdfs:label></person:Collaborator></pub:firstAuthor>
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      <pub:softCopyURI><![CDATA[http://ebiquity.umbc.edu/get/a/publication/250.pdf]]></pub:softCopyURI>
      <pub:softCopySize>123499</pub:softCopySize>
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