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			</style>[an error occurred while processing this directive]<div class="content-width"><ol class="breadcrumb text-uppercase"><li><a href="/">Home</a></li><li><a href="/research/">Research</a></li><li><a href="/research/ai_ml/">Artificial Intelligence and Machine Learning</a></li><li><a href="/research/ai_ml/projects.html">projects</a></li><li><a href="/projects/GoogleAward/">Probabilistic Semantic Query Answering on the Web</a></li><li class="active">Publications</li></ol></div><!-- MOBILE NAVIGATION --><div class="content-width space-below mobile-menu-placeholder visible-xs visible-sm"></div><!-- COLUMNS --><div class="container-fluid content-width"><div class="row"><div class="col-xs-12 col-md-9 col-md-push-3" id="maincontent"><!-- CONTENT (Column 2) --><div class="page-title"><h1>Probabilistic Semantic Query Answering on the Web: Publications
</h1></div><div role="toolbar" class="btn-toolbar"><div class="btn-group"><a href="/projects/publications/date/GoogleAward.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-sort-by-attributes"></span> By date</a><a href="/projects/publications/title/GoogleAward.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-sort-by-attributes"></span> By title</a><a href="/projects/publications/type/GoogleAward.html" aria-hidden="true" type="button" class="btn btn-oxford-blue"><span class="glyphicon glyphicon-sort-by-attributes"></span> By type</a><a href="/projects/publications/bibtex/GoogleAward.html" aria-hidden="true" type="button" class="btn btn-default"><span class="glyphicon glyphicon-file"></span> BibTex</a></div></div><h2>
      Books
      </h2><ul class="list-unbulleted list-unbulleted-spaced"><li>
	
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				[1] 
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	<p class="publicationTitle"> <strong>
            Data&#x2212;Driven Algorithms for Policy Generation </strong> </p>
	    <p class="publicationAuthors"> <em> Austin Parker&#x201a; Gerardo I. Simari&#x201a; Amy Sliva and V.S. Subrahmanian  </em> </p>
	
	<p class="publicationDetails"> Springer.
        2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6591-abstract.html">
			Details <span class="sr-only" > about <em> Data&#x2212;Driven Algorithms for Policy Generation  </em></span> </a> |
			<a href="/publications/publication6591.bib">
			BibTeX  <span class="sr-only" > data for <em> Data&#x2212;Driven Algorithms for Policy Generation  </em></span>   </a>
			
			
		
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	</div> 
	
        </li><li>
	
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				[2] 
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	<p class="publicationTitle"> <strong>
            A General Framework for Reasoning On Inconsistency </strong> </p>
	    <p class="publicationAuthors"> <em> Maria Vanina Martinez&#x201a; Cristian Molinaro&#x201a; V.S. Subrahmanian and Leila Amgoud  </em> </p>
	
	<p class="publicationDetails"> Springer.
        2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6590-abstract.html">
			Details <span class="sr-only" > about <em> A General Framework for Reasoning On Inconsistency  </em></span> </a> |
			<a href="/publications/publication6590.bib">
			BibTeX  <span class="sr-only" > data for <em> A General Framework for Reasoning On Inconsistency  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.1007/978-1-4614-6750-2"> Link <span class="sr-only" > to <em> A General Framework for Reasoning On Inconsistency  </em></span> </a>
  				
		
		</div> 
	</div> 
	
        </li></ul><h2>
      Book chapters
      </h2><ul class="list-unbulleted list-unbulleted-spaced"><li>
	
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				[1] 
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	<p class="publicationTitle"> <strong>
            Query Answering in the Semantic Social Web: An Argumentation&#x2212;Based Approach </strong> </p>
	    <p class="publicationAuthors"> <em> Maria Vanina Martinez and Sebasti&#xe1;n Gottifredi  </em> </p>
	
	<p class="publicationDetails"> 
            In  
            <em>
            Encyclopedia of Social Network Analysis and Mining (ESNAM)</em>.
        
                Pages 1441&#x2212;1455.
            Springer.
        2014.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6592-abstract.html">
			Details <span class="sr-only" > about <em> Query Answering in the Semantic Social Web: An Argumentation&#x2212;Based Approach  </em></span> </a> |
			<a href="/publications/publication6592.bib">
			BibTeX  <span class="sr-only" > data for <em> Query Answering in the Semantic Social Web: An Argumentation&#x2212;Based Approach  </em></span>   </a>
			
			
		
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	</div> 
	
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	<p class="publicationTitle"> <strong>
            Tractable Probabilistic Description Logic Programs </strong> </p>
	    <p class="publicationAuthors"> <em> Thomas Lukasiewicz and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Z. Ma and L. Yan, editors,
             
            <em>
            Advances in Probabilistic Databases for Uncertain Information Management</em>.
        
            Vol. 304
                of Studies in Fuzziness and Soft Computing.
        
                Pages 131&#x2212;159.
            Springer.
        2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6585-abstract.html">
			Details <span class="sr-only" > about <em> Tractable Probabilistic Description Logic Programs  </em></span> </a> |
			<a href="/publications/publication6585.bib">
			BibTeX  <span class="sr-only" > data for <em> Tractable Probabilistic Description Logic Programs  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.1007/978-3-642-37509-5_6"> Link <span class="sr-only" > to <em> Tractable Probabilistic Description Logic Programs  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations </strong> </p>
	    <p class="publicationAuthors"> <em> Claudia d'Amato&#x201a; Nicola Fanizzi&#x201a; Floriana Esposito and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
            In Fernando Bobillo&#x201a; Paulo Cesar G. da Costa&#x201a; Claudia d'Amato&#x201a; Nicola Fanizzi&#x201a; Kathryn B. Laskey&#x201a; Kenneth J. Laskey&#x201a; Thomas Lukasiewicz&#x201a; Matthias Nickles and Michael Pool, editors,
             
            <em>
            Uncertainty Reasoning for the Semantic Web II&#x201a; International Workshops URSW 2008&#x2212;2010&#x201a; Held at ISWC&#x201a; and UniDL 2010&#x201a; Held at FLoC&#x201a; Revised Selected Papers</em>.
        
            Vol. 7123
                of Lecture Notes in Computer Science.
        
                Pages 300&#x2212;314.
            Springer.
        2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6579-abstract.html">
			Details <span class="sr-only" > about <em> Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations  </em></span> </a> |
			<a href="/publications/publication6579.bib">
			BibTeX  <span class="sr-only" > data for <em> Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.1007/978-3-642-35975-0_16"> Link <span class="sr-only" > to <em> Representing Uncertain Concepts in Rough Description Logics via Contextual Indiscernibility Relations  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Semantic Web Search and Inductive Reasoning </strong> </p>
	    <p class="publicationAuthors"> <em> Claudia d'Amato&#x201a; Nicola Fanizzi&#x201a; Bettina Fazzinga&#x201a; Georg Gottlob and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
            In Fernando Bobillo&#x201a; Paulo Cesar G. da Costa&#x201a; Claudia d'Amato&#x201a; Nicola Fanizzi&#x201a; Kathryn B. Laskey&#x201a; Kenneth J. Laskey&#x201a; Thomas Lukasiewicz&#x201a; Matthias Nickles and Michael Pool, editors,
             
            <em>
            Uncertainty Reasoning for the Semantic Web II&#x201a; International Workshops URSW 2008&#x2212;2010&#x201a; Held at ISWC&#x201a; and UniDL 2010&#x201a; Held at FLoC&#x201a; Revised Selected Papers</em>.
        
            Vol. 7123
                of Lecture Notes in Computer Science.
        
                Pages 237&#x2212;261.
            Springer.
        2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6578-abstract.html">
			Details <span class="sr-only" > about <em> Semantic Web Search and Inductive Reasoning  </em></span> </a> |
			<a href="/publications/publication6578.bib">
			BibTeX  <span class="sr-only" > data for <em> Semantic Web Search and Inductive Reasoning  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.1007/978-3-642-35975-0_13"> Link <span class="sr-only" > to <em> Semantic Web Search and Inductive Reasoning  </em></span> </a>
  				
		
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	</div> 
	
        </li></ul><h2>
      Journal papers
      </h2><ul class="list-unbulleted list-unbulleted-spaced"><li>
	
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	<p class="publicationTitle"> <strong>
            Query Answering under Probabilistic Uncertainty in Datalog+&#x2044;&#x2212; Ontologies </strong> </p>
	    <p class="publicationAuthors"> <em> Georg Gottlob&#x201a; Thomas Lukasiewicz&#x201a; Maria Vanina Martinez and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
        In <em>Annals of Mathematics and Artificial Intelligence</em>.
        
            Vol. 69.
        
            No. 1.
        
                Pages 37&#x2212;72.
            September,
            2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6562-abstract.html">
			Details <span class="sr-only" > about <em> Query Answering under Probabilistic Uncertainty in Datalog+&#x2044;&#x2212; Ontologies  </em></span> </a> |
			<a href="/publications/publication6562.bib">
			BibTeX  <span class="sr-only" > data for <em> Query Answering under Probabilistic Uncertainty in Datalog+&#x2044;&#x2212; Ontologies  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.1007/s10472-013-9342-1"> Link <span class="sr-only" > to <em> Query Answering under Probabilistic Uncertainty in Datalog+&#x2044;&#x2212; Ontologies  </em></span> </a>
  				
		
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	</div> 
	
        </li></ul><h2>
      Conference papers
      </h2><ul class="list-unbulleted list-unbulleted-spaced"><li>
	
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	<p class="publicationTitle"> <strong>
            Tag&#x2212;Aware Personalized Recommendation Using a Deep&#x2212;Semantic Similarity Model with Negative Sampling </strong> </p>
	    <p class="publicationAuthors"> <em> Zhenghua Xu&#x201a; Cheng Chen&#x201a; Thomas Lukasiewicz&#x201a; Yishu Miao and Xiangwu Meng  </em> </p>
	
	<p class="publicationDetails"> 
            In Elisa Bertino&#x201a; Fabio Crestani&#x201a; Javed Mostafa&#x201a; Jie Tang&#x201a; Luo Si and Xiaofang Zhou, editors,
             
            <em>
            Proceedings of the 25th ACM International Conference on Information and Knowledge Management&#x201a; CIKM 2016&#x201a; Indianapolis&#x201a; USA&#x201a; October 24&#x2212;28&#x201a; 2016</em>.
        
                Pages 1921&#x2212;1924.
            ACM Press.
        October,
            2016.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication10570-abstract.html">
			Details <span class="sr-only" > about <em> Tag&#x2212;Aware Personalized Recommendation Using a Deep&#x2212;Semantic Similarity Model with Negative Sampling  </em></span> </a> |
			<a href="/publications/publication10570.bib">
			BibTeX  <span class="sr-only" > data for <em> Tag&#x2212;Aware Personalized Recommendation Using a Deep&#x2212;Semantic Similarity Model with Negative Sampling  </em></span>   </a>
			
			
					| <a href="http://doi.acm.org/10.1145/2983323.2983874"> Link <span class="sr-only" > to <em> Tag&#x2212;Aware Personalized Recommendation Using a Deep&#x2212;Semantic Similarity Model with Negative Sampling  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Information Integration with Provenance on the Semantic Web via Probabilistic Datalog+&#x2044;&#x2212; </strong> </p>
	    <p class="publicationAuthors"> <em> Thomas Lukasiewicz and Livia Predoiu  </em> </p>
	
	<p class="publicationDetails"> 
            In Fernando Bobillo&#x201a; Rommel N. Carvalho&#x201a; Paulo Cesar G. da Costa&#x201a; Claudia d'Amato&#x201a; Nicola Fanizzi&#x201a; Kathryn B. Laskey&#x201a; Kenneth J. Laskey&#x201a; Thomas Lukasiewicz&#x201a; Trevor Martin&#x201a; Matthias Nickles and Michael Pool, editors,
             
            <em>
            Proceedings of the 9th International Workshop on Uncertainty Reasoning for the Semantic Web&#x201a; URSW 2013&#x201a; Sydney&#x201a; Australia&#x201a; October 21&#x201a; 2013</em>.
        
            Vol. 1073
                of CEUR Workshop Proceedings.
        
                Pages 3&#x2212;14.
            CEUR&#x2212;WS.org.
        2013.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication7943-abstract.html">
			Details <span class="sr-only" > about <em> Information Integration with Provenance on the Semantic Web via Probabilistic Datalog+&#x2044;&#x2212;  </em></span> </a> |
			<a href="/publications/publication7943.bib">
			BibTeX  <span class="sr-only" > data for <em> Information Integration with Provenance on the Semantic Web via Probabilistic Datalog+&#x2044;&#x2212;  </em></span>   </a>
			
			
					| <a href="http://ceur-ws.org/Vol-1073/paper1.pdf"> Download (pdf)  <span class="sr-only" > of <em> Information Integration with Provenance on the Semantic Web via Probabilistic Datalog+&#x2044;&#x2212;  </em></span>   </a>
  				
		
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	<p class="publicationTitle"> <strong>
            On the Use of Presumptions in Structured Defeasible Reasoning </strong> </p>
	    <p class="publicationAuthors"> <em> Maria Vanina Martinez&#x201a; Alejandro Javier Garc&#xed;a and Guillermo Ricardo Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Bart Verhe&#x0133;&#x201a; Stefan Szeider and Stefan Woltran, editors,
             
            <em>
            Computational Models of Argument &#x2212; Proceedings of COMMA 2012&#x201a; Vienna&#x201a; Austria&#x201a; September 10&#x2212;12&#x201a; 2012</em>.
        
            Vol. 245
                of Frontiers in Artificial Intelligence and Applications.
        
                Pages 185&#x2212;196.
            IOS Press.
        2012.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6586-abstract.html">
			Details <span class="sr-only" > about <em> On the Use of Presumptions in Structured Defeasible Reasoning  </em></span> </a> |
			<a href="/publications/publication6586.bib">
			BibTeX  <span class="sr-only" > data for <em> On the Use of Presumptions in Structured Defeasible Reasoning  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.3233/978-1-61499-111-3-185"> Link <span class="sr-only" > to <em> On the Use of Presumptions in Structured Defeasible Reasoning  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Heuristic Ranking in Tightly Coupled Probabilistic Description Logics </strong> </p>
	    <p class="publicationAuthors"> <em> Thomas Lukasiewicz&#x201a; Maria Vanina Martinez&#x201a; Giorgio Orsi and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Nando de Freitas and Kevin P. Murphy, editors,
             
            <em>
            Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence&#x201a; UAI 2012&#x201a; Catalina Island&#x201a; CA&#x201a; USA&#x201a; August 14&#x2212;18&#x201a; 2012</em>.
        
                Pages 554&#x2212;563.
            AUAI Press.
        2012.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6332-abstract.html">
			Details <span class="sr-only" > about <em> Heuristic Ranking in Tightly Coupled Probabilistic Description Logics  </em></span> </a> |
			<a href="/publications/publication6332.bib">
			BibTeX  <span class="sr-only" > data for <em> Heuristic Ranking in Tightly Coupled Probabilistic Description Logics  </em></span>   </a>
			
			
					| <a href="http://uai.sis.pitt.edu/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=2316&proceeding_id=28"> Link <span class="sr-only" > to <em> Heuristic Ranking in Tightly Coupled Probabilistic Description Logics  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Introducing Ontological CP&#x2212;Nets </strong> </p>
	    <p class="publicationAuthors"> <em> Tommaso Di Noia and Thomas Lukasiewicz  </em> </p>
	
	<p class="publicationDetails"> 
            In Fernando Bobillo&#x201a; Rommel N. Carvalho&#x201a; Paulo Cesar G. da Costa&#x201a; Claudia d'Amato&#x201a; Nicola Fanizzi&#x201a; Kathryn B. Laskey&#x201a; Kenneth J. Laskey&#x201a; Thomas Lukasiewicz&#x201a; Trevor Martin&#x201a; Matthias Nickles and Michael Pool, editors,
             
            <em>
            Proceedings of the 8th International Workshop on Uncertainty Reasoning for the Semantic Web&#x201a; URSW 2012&#x201a; Boston&#x201a; USA&#x201a; November 11&#x201a; 2012</em>.
        
            Vol. 900
                of CEUR Workshop Proceedings.
        
                Pages 90&#x2212;93.
            CEUR&#x2212;WS.org.
        2012.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6330-abstract.html">
			Details <span class="sr-only" > about <em> Introducing Ontological CP&#x2212;Nets  </em></span> </a> |
			<a href="/publications/publication6330.bib">
			BibTeX  <span class="sr-only" > data for <em> Introducing Ontological CP&#x2212;Nets  </em></span>   </a>
			
			
					| <a href="http://ceur-ws.org/Vol-900/pospaper1.pdf"> Download (pdf)  <span class="sr-only" > of <em> Introducing Ontological CP&#x2212;Nets  </em></span>   </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Consistent Answers in Probabilistic Datalog+&#x2044;&#x2212; Ontologies </strong> </p>
	    <p class="publicationAuthors"> <em> Thomas Lukasiewicz&#x201a; Maria Vanina Martinez and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Markus Kr&#xf6;tzsch and Umberto Straccia, editors,
             
            <em>
            Proceedings of the 6th International Conference on Web Reasoning and Rule Systems&#x201a; RR 2012&#x201a; Vienna&#x201a; Austria&#x201a; September 10&#x2212;12&#x201a; 2012</em>.
        
            Vol. 7497
                of Lecture Notes in Computer Science.
        
                Pages 156&#x2212;171.
            Springer.
        2012.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6328-abstract.html">
			Details <span class="sr-only" > about <em> Consistent Answers in Probabilistic Datalog+&#x2044;&#x2212; Ontologies  </em></span> </a> |
			<a href="/publications/publication6328.bib">
			BibTeX  <span class="sr-only" > data for <em> Consistent Answers in Probabilistic Datalog+&#x2044;&#x2212; Ontologies  </em></span>   </a>
			
			
					| <a href="http://dx.doi.org/10.1007/978-3-642-33203-6_12"> Link <span class="sr-only" > to <em> Consistent Answers in Probabilistic Datalog+&#x2044;&#x2212; Ontologies  </em></span> </a>
  				
		
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				[7] 
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		>
			
	
	<p class="publicationTitle"> <strong>
            Inconsistency Handling in Datalog+&#x2044;&#x2212; Ontologies </strong> </p>
	    <p class="publicationAuthors"> <em> Thomas Lukasiewicz&#x201a; Maria Vanina Martinez and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Luc De Raedt&#x201a; Christian Bessi&#xe8;re&#x201a; Didier Dubois&#x201a; Patrick Doherty&#x201a; Paolo Frasconi&#x201a; Fredrik Heintz and Peter J. F. Lucas, editors,
             
            <em>
            Proceedings of the 20th European Conference on Artificial Intelligence&#x201a; ECAI 2012&#x201a; Montpellier&#x201a; France&#x201a; August 27&#x2212;31&#x201a; 2012</em>.
        
            Vol. 242
                of Frontiers in Artificial Intelligence and Applications.
        
                Pages 558&#x2212;563.
            IOS Press.
        2012.
        </p>
	
        		<p class="publicationlinks"> <a
        
            		href="/publications/publication6326-abstract.html">
			Details <span class="sr-only" > about <em> Inconsistency Handling in Datalog+&#x2044;&#x2212; Ontologies  </em></span> </a> |
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					| <a href="http://dx.doi.org/10.3233/978-1-61499-098-7-558"> Link <span class="sr-only" > to <em> Inconsistency Handling in Datalog+&#x2044;&#x2212; Ontologies  </em></span> </a>
  				
		
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				[8] 
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	<p class="publicationTitle"> <strong>
            Inconsistency&#x2212;Tolerant Query Rewriting for Linear Datalog+&#x2044;&#x2212; </strong> </p>
	    <p class="publicationAuthors"> <em> Thomas Lukasiewicz&#x201a; Maria Vanina Martinez and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Pablo Barcel&#xf3; and Reinhard Pichler, editors,
             
            <em>
            Proceedings of the 2nd International Workshop on Datalog in Academia and Industry&#x201a; Datalog 2.0&#x201a; Vienna&#x201a; Austria&#x201a; September 11&#x2212;13&#x201a; 2012</em>.
        
            Vol. 7494
                of Lecture Notes in Computer Science.
        
                Pages 123&#x2212;134.
            Springer.
        2012.
        </p>
	
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            		href="/publications/publication6322-abstract.html">
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					| <a href="http://dx.doi.org/10.1007/978-3-642-32925-8_13"> Link <span class="sr-only" > to <em> Inconsistency&#x2212;Tolerant Query Rewriting for Linear Datalog+&#x2044;&#x2212;  </em></span> </a>
  				
		
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	<p class="publicationTitle"> <strong>
            Conjunctive Query Answering in Probabilistic Datalog+&#x2044;&#x2212; Ontologies </strong> </p>
	    <p class="publicationAuthors"> <em> Georg Gottlob&#x201a; Thomas Lukasiewicz and Gerardo I. Simari  </em> </p>
	
	<p class="publicationDetails"> 
            In Sebastian Rudolph and Claudio Gutierrez, editors,
             
            <em>
            Proceedings of the 5th International Conference on Web Reasoning and Rule Systems&#x201a; RR 2011&#x201a; Galway&#x201a; Ireland&#x201a; August 29&#x2212;30&#x201a; 2011</em>.
        
            Vol. 6902
                of Lecture Notes in Computer Science.
        
                Pages 77&#x2212;92.
            Springer.
        2011.
        </p>
	
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            		href="/publications/publication6581-abstract.html">
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