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<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2522c68b8bb5e28f1bf9f1e11e612f542/jaeschke">
    <title>An Efficient Parallel and Distributed Algorithm for Counting Frequent Sets</title>
    <description>SpringerLink - Book Chapter</description><link>http://www.bibsonomy.org/bibtex/2522c68b8bb5e28f1bf9f1e11e612f542/jaeschke</link>
    <dc:creator>jaeschke</dc:creator>
    <dc:date>2008-07-14T15:41:59+02:00</dc:date>
    <dc:subject>algorithm fca frequent itemset mining parallel set </dc:subject>
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	    <![CDATA[
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	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2522c68b8bb5e28f1bf9f1e11e612f542/jaeschke">An Efficient Parallel and Distributed Algorithm for Counting Frequent Sets</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Salvatore <a href="http://www.bibsonomy.org/author/Orlando">Orlando</a>         	     	 
        	  and Paolo <a href="http://www.bibsonomy.org/author/Palmerini">Palmerini</a>         	     	 
        	  and Raffaele <a href="http://www.bibsonomy.org/author/Perego">Perego</a>         	     	 
        	  and Fabrizio <a href="http://www.bibsonomy.org/author/Silvestri">Silvestri</a>         	     	 
        	 </span> 
  <em>High Performance Computing for Computational Science &#8212; VECPAR 2002</em>
    3--29
  (2003)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/jaeschke/algorithm">algorithm</a>
        <a href="http://www.bibsonomy.org/user/jaeschke/fca">fca</a>
        <a href="http://www.bibsonomy.org/user/jaeschke/frequent">frequent</a>
        <a href="http://www.bibsonomy.org/user/jaeschke/itemset">itemset</a>
        <a href="http://www.bibsonomy.org/user/jaeschke/mining">mining</a>
        <a href="http://www.bibsonomy.org/user/jaeschke/parallel">parallel</a>
        <a href="http://www.bibsonomy.org/user/jaeschke/set">set</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/jaeschke">jaeschke</a> 
        
        
        on 2008-07-14 15:41:59 </span></div>
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        <swrc:booktitle>High Performance Computing for Computational Science — VECPAR 2002</swrc:booktitle><swrc:pages>3--29</swrc:pages><swrc:title>An Efficient Parallel and Distributed Algorithm for Counting Frequent Sets</swrc:title><swrc:year>2003</swrc:year><swrc:keywords>algorithm fca frequent itemset mining parallel set </swrc:keywords><swrc:date>2008-07-14 15:41:59.0</swrc:date><swrc:abstract>Due to the huge increase in the number and dimension of available databases, efficient solutions for counting frequent sets
are nowadays very important within the Data Mining community. Several sequential and parallel algorithms were proposed, whichin many cases exhibit excellent scalability. In this paper we present ParDCI, a distributed and multithreaded algorithm forcounting the occurrences of frequent sets within transactional databases. ParDCI is a parallel version of DCI (Direct Count&amp; Intersect), a multi-strategy algorithm which is able to adapt its behavior not only to the features of the specific computingplatform (e.g. available memory), but also to the features of the dataset being processed (e.g. sparse or dense datasets).ParDCI enhances previous proposals by exploiting the highly optimized counting and intersection techniques of DCI, and byrelying on a multi-level parallelization approachwh ichex plicitly targets clusters of SMPs, an emerging computing platform.We focused our work on the efficient exploitation of the underlying architecture. Intra-Node multithreading effectively exploitsthe memory hierarchies of each SMP node, while Inter-Node parallelism exploits smart partitioning techniques aimed at reducingcommunication overheads. In depth experimental evaluations demonstrate that ParDCI reaches nearly optimal performances undera variety of conditions.</swrc:abstract><swrc:author>
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  <rdf:_2><swrc:Person swrc:name="Paolo Palmerini" /></rdf:_2>
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<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2522c68b8bb5e28f1bf9f1e11e612f542/hpclabisti">
    <title>An Efficient Parallel and Distributed Algorithm for Counting Frequent Sets</title>
    <description>SpringerLink - Book Chapter</description><link>http://www.bibsonomy.org/bibtex/2522c68b8bb5e28f1bf9f1e11e612f542/hpclabisti</link>
    <dc:creator>hpclabisti</dc:creator>
    <dc:date>2008-07-14T14:31:07+02:00</dc:date>
    <dc:subject>data-mining </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2522c68b8bb5e28f1bf9f1e11e612f542/hpclabisti">An Efficient Parallel and Distributed Algorithm for Counting Frequent Sets</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Salvatore <a href="http://www.bibsonomy.org/author/Orlando">Orlando</a>         	     	 
        	  and Paolo <a href="http://www.bibsonomy.org/author/Palmerini">Palmerini</a>         	     	 
        	  and Raffaele <a href="http://www.bibsonomy.org/author/Perego">Perego</a>         	     	 
        	  and Fabrizio <a href="http://www.bibsonomy.org/author/Silvestri">Silvestri</a>         	     	 
        	 </span> 
  <em>High Performance Computing for Computational Science &#8212; VECPAR 2002</em>
    3--29
  (2003)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/hpclabisti/data-mining">data-mining</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/hpclabisti">hpclabisti</a> 
        
        
        on 2008-07-14 14:31:07 </span></div>
	    ]]>
    </content:encoded>
    <taxo:topics>
      <rdf:Bag>
        <rdf:li rdf:resource="http://www.bibsonomy.org/tag/data-mining" />
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    <burst:publication>
      <swrc:InProceedings>
        <swrc:booktitle>High Performance Computing for Computational Science — VECPAR 2002</swrc:booktitle><swrc:pages>3--29</swrc:pages><swrc:title>An Efficient Parallel and Distributed Algorithm for Counting Frequent Sets</swrc:title><swrc:year>2003</swrc:year><swrc:keywords>data-mining </swrc:keywords><swrc:date>2008-07-14 14:31:07.0</swrc:date><swrc:abstract>Due to the huge increase in the number and dimension of available databases, efficient solutions for counting frequent sets
are nowadays very important within the Data Mining community. Several sequential and parallel algorithms were proposed, whichin many cases exhibit excellent scalability. In this paper we present ParDCI, a distributed and multithreaded algorithm forcounting the occurrences of frequent sets within transactional databases. ParDCI is a parallel version of DCI (Direct Count&amp; Intersect), a multi-strategy algorithm which is able to adapt its behavior not only to the features of the specific computingplatform (e.g. available memory), but also to the features of the dataset being processed (e.g. sparse or dense datasets).ParDCI enhances previous proposals by exploiting the highly optimized counting and intersection techniques of DCI, and byrelying on a multi-level parallelization approachwh ichex plicitly targets clusters of SMPs, an emerging computing platform.We focused our work on the efficient exploitation of the underlying architecture. Intra-Node multithreading effectively exploitsthe memory hierarchies of each SMP node, while Inter-Node parallelism exploits smart partitioning techniques aimed at reducingcommunication overheads. In depth experimental evaluations demonstrate that ParDCI reaches nearly optimal performances undera variety of conditions.</swrc:abstract><swrc:author>
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<swrc:editor>
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<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2526c451ff13964bffee88655df5e75da/hpclabisti">
    <title>Scheduling High Performance Data Mining Tasks on a Data Grid Environment</title>
    <description>SpringerLink - Book Chapter</description><link>http://www.bibsonomy.org/bibtex/2526c451ff13964bffee88655df5e75da/hpclabisti</link>
    <dc:creator>hpclabisti</dc:creator>
    <dc:date>2008-07-14T14:30:33+02:00</dc:date>
    <dc:subject>grid </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2526c451ff13964bffee88655df5e75da/hpclabisti">Scheduling High Performance Data Mining Tasks on a Data Grid Environment</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    S. <a href="http://www.bibsonomy.org/author/Orlando">Orlando</a>         	     	 
        	  and P. <a href="http://www.bibsonomy.org/author/Palmerini">Palmerini</a>         	     	 
        	  and R. <a href="http://www.bibsonomy.org/author/Perego">Perego</a>         	     	 
        	  and F. <a href="http://www.bibsonomy.org/author/Silvestri">Silvestri</a>         	     	 
        	 </span> 
  <em>Euro-Par 2002 Parallel Processing</em>
    121--137
  (2002)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/hpclabisti/grid">grid</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/hpclabisti">hpclabisti</a> 
        
        
        on 2008-07-14 14:30:33 </span></div>
	    ]]>
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        <swrc:booktitle>Euro-Par 2002 Parallel Processing</swrc:booktitle><swrc:pages>121--137</swrc:pages><swrc:title>Scheduling High Performance Data Mining Tasks on a Data Grid Environment</swrc:title><swrc:year>2002</swrc:year><swrc:keywords>grid </swrc:keywords><swrc:date>2008-07-14 14:30:33.0</swrc:date><swrc:abstract>Increasingly the datasets used for data mining are becoming huge and physically distributed. Since the distributed knowledge
discovery process is both data and computational intensive, the Grid is a natural platform for deploying a high performance data mining service. The focus of this paper is on the core servicesof such a Grid infrastructure. In particular we concentrate our attention on the design and implementation of specializedbroker aware of data source locations and resource needs of data mining tasks. Allocation and scheduling decisions are takenon the basis of performance cost metrics and models that exploit knowledge about previous executions, and use sampling toacquire estimate about execution behavior.</swrc:abstract><swrc:author>
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  <rdf:_1><swrc:Person swrc:name="S. Orlando" /></rdf:_1>
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<swrc:editor>
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<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2857796949f71f3a5438a2aba74c930c1/hpclabisti">
    <title>A Hybrid Strategy for Caching Web Search Engine Results</title>
    <link>http://www.bibsonomy.org/bibtex/2857796949f71f3a5438a2aba74c930c1/hpclabisti</link>
    <dc:creator>hpclabisti</dc:creator>
    <dc:date>2008-07-14T14:29:56+02:00</dc:date>
    <dc:subject>ir </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2857796949f71f3a5438a2aba74c930c1/hpclabisti">A Hybrid Strategy for Caching Web Search Engine Results</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Fabrizio <a href="http://www.bibsonomy.org/author/Silvestri">Silvestri</a>         	     	 
        	  and Tiziano <a href="http://www.bibsonomy.org/author/Fagni">Fagni</a>         	     	 
        	  and Salvatore <a href="http://www.bibsonomy.org/author/Orlando">Orlando</a>         	     	 
        	  and Paolo <a href="http://www.bibsonomy.org/author/Palmerini">Palmerini</a>         	     	 
        	  and Raffaele <a href="http://www.bibsonomy.org/author/Perego">Perego</a>         	     	 
        	 </span> 
  <em>WWW2003</em>
    
  (2003)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/hpclabisti/ir">ir</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/hpclabisti">hpclabisti</a> 
        
        
        on 2008-07-14 14:29:56 </span></div>
	    ]]>
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        <swrc:booktitle>WWW2003</swrc:booktitle><swrc:title>A Hybrid Strategy for Caching Web Search Engine Results</swrc:title><swrc:year>2003</swrc:year><swrc:keywords>ir </swrc:keywords><swrc:date>2008-07-14 14:29:56.0</swrc:date><swrc:hasExtraField>
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<item rdf:about="http://www.bibsonomy.org/uri/bibtex/2c1719e70925ce37296bf2406770b549b/hpclabisti">
    <title>A Search Architecture for Grid Software Components</title>
    <description>A Search Architecture for Grid Software Components</description><link>http://www.bibsonomy.org/bibtex/2c1719e70925ce37296bf2406770b549b/hpclabisti</link>
    <dc:creator>hpclabisti</dc:creator>
    <dc:date>2008-07-14T14:28:17+02:00</dc:date>
    <dc:subject>grid </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2c1719e70925ce37296bf2406770b549b/hpclabisti">A Search Architecture for Grid Software Components</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Fabrizio <a href="http://www.bibsonomy.org/author/Silvestri">Silvestri</a>         	     	 
        	  and Diego <a href="http://www.bibsonomy.org/author/Puppin">Puppin</a>         	     	 
        	  and Domenico <a href="http://www.bibsonomy.org/author/Laforenza">Laforenza</a>         	     	 
        	  and Salvatore <a href="http://www.bibsonomy.org/author/Orlando">Orlando</a>         	     	 
        	 </span> 
  <em>WI '04: Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence</em>
    495-498
  (2004)
</div>
<span class="bmmeta">
  
  
        to
        <span class="bmtags">
        <a href="http://www.bibsonomy.org/user/hpclabisti/grid">grid</a>
        </span>
        

          by <a href="http://www.bibsonomy.org/user/hpclabisti">hpclabisti</a> 
        
        
        on 2008-07-14 14:28:17 </span></div>
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<item rdf:about="http://www.bibsonomy.org/uri/bibtex/22ea0b01542582dfce6513ddf6c4b17cc/hpclabisti">
    <title>An Online Recommender System for Large Web Sites</title>
    <description>An Online Recommender System for Large Web Sites</description><link>http://www.bibsonomy.org/bibtex/22ea0b01542582dfce6513ddf6c4b17cc/hpclabisti</link>
    <dc:creator>hpclabisti</dc:creator>
    <dc:date>2008-07-14T14:27:40+02:00</dc:date>
    <dc:subject>data-mining ir </dc:subject>
    <content:encoded>
	    <![CDATA[
        <div class="block">
	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/22ea0b01542582dfce6513ddf6c4b17cc/hpclabisti">An Online Recommender System for Large Web Sites</a>
</div>
<div class="bmdesc">
  <span style="color:#555555;"> 
    Ranieri <a href="http://www.bibsonomy.org/author/Baraglia">Baraglia</a>         	     	 
        	  and Fabrizio <a href="http://www.bibsonomy.org/author/Silvestri">Silvestri</a>         	     	 
        	 </span> 
  <em>WI '04: Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence</em>
    199-205
  (2004)
</div>
<span class="bmmeta">
  
  
        to
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        <a href="http://www.bibsonomy.org/user/hpclabisti/data-mining">data-mining</a>
        <a href="http://www.bibsonomy.org/user/hpclabisti/ir">ir</a>
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  <em>Computational Science - ICCS 2004</em>
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        <a href="http://www.bibsonomy.org/user/hpclabisti/ir">ir</a>
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        <a href="http://www.bibsonomy.org/user/hpclabisti/ir">ir</a>
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          by <a href="http://www.bibsonomy.org/user/hpclabisti">hpclabisti</a> 
        
        
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    <title>A Highly Scalable Parallel Caching System for Web Search Engine Results</title>
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	      <div class="bmtitle">

  <a href="http://www.bibsonomy.org/bibtex/2c6c8b4908c84d1076b59777f15918036/hpclabisti">A Highly Scalable Parallel Caching System for Web Search Engine Results</a>
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<div class="bmdesc">
  <span style="color:#555555;"> 
    T. <a href="http://www.bibsonomy.org/author/Fagni">Fagni</a>         	     	 
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  <em>Euro-Par 2004 Parallel Processing</em>
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  <em>ccgrid</em>
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        <a href="http://www.bibsonomy.org/user/hpclabisti/grid">grid</a>
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