<rdf:RDF xmlns:community="http://www.bibsonomy.org/ontologies/2008/05/community#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:admin="http://webns.net/mvcb/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:syn="http://purl.org/rss/1.0/modules/syndication/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:taxo="http://purl.org/rss/1.0/modules/taxonomy/" xmlns:cc="http://web.resource.org/cc/" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" xmlns:swrc="http://swrc.ontoware.org/ontology#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns="http://purl.org/rss/1.0/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xml:base="http://www.bibsonomy.org/author/Craven"><owl:Ontology rdf:about=""><rdfs:comment>BibSonomy publications for /author/Craven</rdfs:comment><owl:imports rdf:resource="http://swrc.ontoware.org/ontology/portal"/></owl:Ontology><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25a061b694a475d34557c7e0a9ff9854b/telekoma"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25a061b694a475d34557c7e0a9ff9854b/telekoma"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://www.sciencedirect.com/science/article/pii/S0004370200000047"/><swrc:date>Thu Feb 02 16:13:22 CET 2012</swrc:date><swrc:journal>Artificial Intelligence</swrc:journal><swrc:number>1â2</swrc:number><swrc:pages>69 - 113</swrc:pages><swrc:title>Learning to construct knowledge bases from the World Wide Web</swrc:title><swrc:volume>118</swrc:volume><swrc:year>2000</swrc:year><swrc:keywords>ai bachelor:2011:bachmann naiveBayes webclassificatoion www </swrc:keywords><swrc:abstract>The World Wide Web is a vast source of information accessible to computers, but understandable only to humans. The goal of the research described here is to automatically create a computer understandable knowledge base whose content mirrors that of the World Wide Web. Such a knowledge base would enable much more effective retrieval of Web information, and promote new uses of the Web to support knowledge-based inference and problem solving. Our approach is to develop a trainable information extraction system that takes two inputs. The first is an ontology that defines the classes (e.g., company, person, employee, product) and relations (e.g., employed_by, produced_by) of interest when creating the knowledge base. The second is a set of training data consisting of labeled regions of hypertext that represent instances of these classes and relations. Given these inputs, the system learns to extract information from other pages and hyperlinks on the Web. This article describes our general approach, several machine learning algorithms for this task, and promising initial results with a prototype system that has created a knowledge base describing university people, courses, and research projects.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="0004-3702" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1016/S0004-3702(00)00004-7" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Mark Craven"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Dan DiPasquo"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Dayne Freitag"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Andrew McCallum"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Tom Mitchell"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Kamal Nigam"/></rdf:_6><rdf:_7><swrc:Person swrc:name="SeÃ¡n Slattery"/></rdf:_7></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2b5d8fdd4bda6a36180332df1ff4cf51b/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2b5d8fdd4bda6a36180332df1ff4cf51b/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/cnsm/cnsm2011.html#CravenLLRS11"/><swrc:date>Tue Dec 27 00:00:00 CET 2011</swrc:date><swrc:booktitle>CNSM</swrc:booktitle><swrc:crossref>conf/cnsm/2011</swrc:crossref><swrc:pages>1-9</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE"/></swrc:publisher><swrc:title>Policy refinement: Decomposition and operationalization for dynamic domains.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=6103981" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-4577-1588-4" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Robert Craven"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jorge Lobo"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Emil Lupu"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Alessandra Russo"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Morris Sloman"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2cacaad360450a36338bdc94a7cb326b4/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2cacaad360450a36338bdc94a7cb326b4/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/aaai/aaai98.html#CravenFMMNS98"/><swrc:date>Fri Dec 23 00:00:00 CET 2011</swrc:date><swrc:booktitle>AAAI/IAAI</swrc:booktitle><swrc:crossref>conf/aaai/1998</swrc:crossref><swrc:pages>509-516</swrc:pages><swrc:publisher><swrc:Organization swrc:name="AAAI Press / The MIT Press"/></swrc:publisher><swrc:title>Learning to Extract Symbolic Knowledge from the World Wide Web.</swrc:title><swrc:year>1998</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://www.aaai.org/Conferences/AAAI/aaai98.php" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="0-262-51098-7" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Mark Craven"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Dan DiPasquo"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Dayne Freitag"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Andrew McCallum"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Tom M. 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Shavlik"/></rdf:_3></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Lawrence Birnbaum"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Gregg Collins"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2e3cb86a3c3666eb5f9b170bfa27ee5c1/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2e3cb86a3c3666eb5f9b170bfa27ee5c1/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/icml/icml1994.html#CravenS94"/><swrc:date>Fri Dec 23 00:00:00 CET 2011</swrc:date><swrc:booktitle>ICML</swrc:booktitle><swrc:crossref>conf/icml/1994</swrc:crossref><swrc:pages>37-45</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Morgan Kaufmann"/></swrc:publisher><swrc:title>Using Sampling and Queries to Extract Rules from Trained Neural Networks.</swrc:title><swrc:year>1994</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="1-55860-335-2" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Mark Craven"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jude W. 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Internet of Things</swrc:journal><swrc:number>2</swrc:number><swrc:pages>13-26</swrc:pages><swrc:title>Side-Channel Analysis for Detecting Protocol Tunneling.</swrc:title><swrc:volume>1</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.4236/ait.2011.12003" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Harakrishnan Bhanu"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jason M. Schwier"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Ryan Craven"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Richard R. 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Craven"/></rdf:_1></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2a4754ef624c3857c805b7cba07fab458/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2a4754ef624c3857c805b7cba07fab458/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/firstmonday/firstmonday6.html#Craven01"/><swrc:date>Tue Nov 08 00:00:00 CET 2011</swrc:date><swrc:journal>First Monday</swrc:journal><swrc:number>10</swrc:number><swrc:title>Changes in Metatag Descriptions Over Time.</swrc:title><swrc:volume>6</swrc:volume><swrc:year>2001</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://firstmonday.org/htbin/cgiwrap/bin/ojs/index.php/fm/article/view/895" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Timothy C. Craven"/></rdf:_1></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2ae744d33bcff39dff61c01454e529190/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2ae744d33bcff39dff61c01454e529190/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/fpl/fpl2011.html#IskanderPC11"/><swrc:date>Mon Oct 24 00:00:00 CEST 2011</swrc:date><swrc:booktitle>FPL</swrc:booktitle><swrc:crossref>conf/fpl/2011</swrc:crossref><swrc:pages>518-523</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE"/></swrc:publisher><swrc:title>Improved Abstractions and Turnaround Time for FPGA Design Validation and Debug.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.ieeecomputersociety.org/10.1109/FPL.2011.102" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-4577-1484-9" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Yousef Iskander"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Cameron Patterson"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Stephen D. Craven"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/20fa6c686bbe75b565d3ab583caa4a2df/thorade"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/20fa6c686bbe75b565d3ab583caa4a2df/thorade"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dx.doi.org/10.1016/S0378-3812(96)03222-0"/><swrc:date>Tue Oct 11 19:16:07 CEST 2011</swrc:date><swrc:journal>Fluid Phase Equilibria</swrc:journal><swrc:number>1-2</swrc:number><swrc:pages>167 - 187</swrc:pages><swrc:title>The Area method for pure fluids and an analysis of the two-phase region</swrc:title><swrc:volume>130</swrc:volume><swrc:year>1997</swrc:year><swrc:keywords>1997 equation-of-state equilibrium two-phase </swrc:keywords><swrc:abstract>The Area method, developed recently for solving multicomponent phase equilibrium problems, has been extended to pure fluids. The method is based on maximizing a single objective function in the Helmholtz-volume surface along any given isotherm, which reduces the number of independent variables to only two: the saturated liquid and vapour volumes. Two techniques are employed to find the maximum of the objective function, the integral and iterative. The integral always finds the thermodynamically stable solution without any prior assumptions about the values of the molar volumes. This factor distinguishes the integral from the iterative technique and also from methods based on the Maxwell equal-area principle. The method has been applied to a group of high accuracy non-cubic equations of state and some of the thermodynamic inconsistencies which occur inside the two-phase region are explored. A new inequality constraint which eliminates these inconsistencies during the development of new equations of state is proposed, and initial results with fitting a preliminary Helmholtz equation of state for benzene are encouraging.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="0378-3812" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1016/S0378-3812(96)03222-0" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="A.E Elhassan"/></rdf:_1><rdf:_2><swrc:Person swrc:name="R.J.B Craven"/></rdf:_2><rdf:_3><swrc:Person swrc:name="K.M de Reuck"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2797ae280336f7d092a9c466a34befbb0/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2797ae280336f7d092a9c466a34befbb0/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/iwcmc/iwcmc2011.html#BhanuSCOGB11"/><swrc:date>Thu Sep 15 00:00:00 CEST 2011</swrc:date><swrc:booktitle>IWCMC</swrc:booktitle><swrc:crossref>conf/iwcmc/2011</swrc:crossref><swrc:pages>1310-1314</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IEEE"/></swrc:publisher><swrc:title>Noise tolerant symbolic learning of Markov models of tunneled protocols.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1109/IWCMC.2011.5982729" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-4244-9539-9" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Harakrishnan Bhanu"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Jason M. Schwier"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Ryan Craven"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Ilker Ozcelik"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Christopher Griffin"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Richard R. Brooks"/></rdf:_6></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25b10cec21982b18ee7c05f3b0874308b/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25b10cec21982b18ee7c05f3b0874308b/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/ijcai/ijcai2011.html#AndrzejewskiZCR11"/><swrc:date>Tue Aug 09 00:00:00 CEST 2011</swrc:date><swrc:booktitle>IJCAI</swrc:booktitle><swrc:crossref>conf/ijcai/2011</swrc:crossref><swrc:pages>1171-1177</swrc:pages><swrc:publisher><swrc:Organization swrc:name="IJCAI/AAAI"/></swrc:publisher><swrc:title>A Framework for Incorporating General Domain Knowledge into Latent Dirichlet Allocation Using First-Order Logic.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://ijcai.org/papers11/Papers/IJCAI11-200.pdf" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-57735-516-8" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="David Andrzejewski"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Xiaojin Zhu"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Mark Craven"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Benjamin Recht"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Toby Walsh"/></rdf:_1></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2c643ee3164a5b48339cba662803591ae/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2c643ee3164a5b48339cba662803591ae/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/recomb/rrg2004.html#NotoC04"/><swrc:date>Mon Aug 08 00:00:00 CEST 2011</swrc:date><swrc:booktitle>Regulatory Genomics</swrc:booktitle><swrc:crossref>conf/recomb/2004rrg</swrc:crossref><swrc:pages>52-64</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer"/></swrc:publisher><swrc:series>Lecture Notes in Computer Science</swrc:series><swrc:title>Learning Regulatory Network Models that Represent Regulator States and Roles.</swrc:title><swrc:volume>3318</swrc:volume><swrc:year>2004</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1007/978-3-540-32280-1_6" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="3-540-24456-5" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Keith Noto"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Mark Craven"/></rdf:_2></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Eleazar Eskin"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Christopher T. Workman"/></rdf:_2></rdf:Seq></swrc:editor></rdf:Description><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/20deacaad6847da6539336c203af441ba/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/20deacaad6847da6539336c203af441ba/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/jct/jcta29.html#Craven80"/><swrc:date>Wed Aug 03 00:00:00 CEST 2011</swrc:date><swrc:journal>J. Comb. Theory, Ser. A</swrc:journal><swrc:number>2</swrc:number><swrc:pages>174-181</swrc:pages><swrc:title>An Application of Pólya&#039;s Theory of Counting to an Enumeration Problem Arising in Quadratic Form Theory.</swrc:title><swrc:volume>29</swrc:volume><swrc:year>1980</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1016/0097-3165(80)90006-0" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Thomas C. Craven"/></rdf:_1></rdf:Seq></swrc:author></rdf:Description></rdf:RDF>
