Querying and extracting heterogeneous graphs from structured data and unstrutured content

The present work introduces a set of solutions to extract graphs from enterprise data and facilitate the process of information search on these graphs. First of all we have defined a new graph model called the SPIDER-Graph, which models complex objects and permits to define heterogeneous graphs. Furthermore, we have developed a set of algorithms to extract the content of a database from an enterprise and to represent it in this new model. This latter representation allows us to discover relations that exist in the data but are hidden due to their poor compatibility with the classical relational model. Moreover, in order to unify the representation of all the data of the enterprise, we have developed a second approach which extracts from unstructured data an enterprise's ontology containing the most important concepts and relations that can be found in a given enterprise. Having extracted the graphs from the relational databases and documents using the enterprise ontology, we propose an approach which allows the users to extract an interaction graph between a set of chosen enterprise objects. This approach is based on a set of relations patterns extracted from the graph and the enterprise ontology concepts and relations. Finally, information retrieval is facilitated using a new visual graph query language called GraphVQL, which allows users to query graphs by drawing a pattern visually for the query. This language covers different query types from the simple selection and aggregation queries to social network analysis queries.

[1]  Dieter Fensel,et al.  Knowledge Engineering: Principles and Methods , 1998, Data Knowl. Eng..

[2]  Ricardo Baeza-Yates,et al.  An image similarity measure based on graph matching , 2000, Proceedings Seventh International Symposium on String Processing and Information Retrieval. SPIRE 2000.

[3]  Asunción Gómez-Pérez,et al.  D5.3.1 NeOn Development Process and Ontology Life Cycle , 2007 .

[4]  Vassilis Christophides,et al.  RQL: a declarative query language for RDF , 2002, WWW.

[5]  Steffen Staab,et al.  Ontology Learning for the Semantic Web , 2002, IEEE Intell. Syst..

[6]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[7]  Eva Blomqvist,et al.  OntoCase - A Pattern-Based Ontology Construction Approach , 2007, OTM Conferences.

[8]  Eva Blomqvist,et al.  Constructing an enterprise ontology for an automotive supplier , 2008, Eng. Appl. Artif. Intell..

[9]  Shinji Umeyama,et al.  An Eigendecomposition Approach to Weighted Graph Matching Problems , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  Mark Minas,et al.  Concepts and realization of a diagram editor generator based on hypergraph transformation , 2002, Sci. Comput. Program..

[11]  Amedeo Napoli,et al.  Role Assertion Analysis: a proposed method for ontology refinement through assertion learning , 2008, STAIRS.

[12]  Eduard Constantin Dragut,et al.  Composing Mappings Between Schemas Using a Reference Ontology , 2004, CoopIS/DOA/ODBASE.

[13]  ChenPeter Pin-Shan The entity-relationship modeltoward a unified view of data , 1976 .

[14]  Amit P. Sheth,et al.  An ontology-driven semantic mashup of gene and biological pathway information: Application to the domain of nicotine dependence , 2008, J. Biomed. Informatics.

[15]  Amit P. Sheth,et al.  Template Based Semantic Similarity for Security Applications , 2005, ISI.

[16]  Hartmut Ehrig,et al.  Fundamental Theory for Typed Attributed Graph Transformation , 2004, ICGT.

[17]  Svetha Venkatesh,et al.  Graph Matching: Fast Candidate Elimination Using Machine Learning Techniques , 2000, SSPR/SPR.

[18]  Michael Grüninger,et al.  An organisation ontology for enterprise modelling: preliminary concepts for linking structure and behaviour , 1995, Proceedings 4th IEEE Workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises (WET ICE '95).

[19]  Claudio Gutierrez,et al.  Survey of graph database models , 2008, CSUR.

[20]  C. M. Sperberg-McQueen,et al.  Extensible Markup Language (XML) , 1997, World Wide Web J..

[21]  Len Silverston,et al.  The Data Model Resource Book , 1997 .

[22]  Catherine Dolbear,et al.  Creating a Semantic Integration System using Spatial Data , 2008, International Semantic Web Conference.

[23]  Pascal Fradet,et al.  Gamma and the Chemical Reaction Model: Fifteen Years After , 2000, WMP.

[24]  Kaspar Riesen,et al.  Exact and Inexact Graph Matching: Methodology and Applications , 2010, Managing and Mining Graph Data.

[25]  Philipp Cimiano,et al.  Ontology learning and population from text - algorithms, evaluation and applications , 2006 .

[26]  Edwin R. Hancock,et al.  Structural Matching by Discrete Relaxation , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[27]  L. Buchanan,et al.  A brief history of decision making. , 2006, Harvard business review.

[28]  Boris Motik,et al.  Ontologies for Enterprise Knowledge Management , 2003, IEEE Intell. Syst..

[29]  Vagelis Hristidis,et al.  DISCOVER: Keyword Search in Relational Databases , 2002, VLDB.

[30]  B. Nick Rossiter,et al.  Relational Database Migration: A Perspective , 2008, DEXA.

[31]  Martin L. King,et al.  Towards a Methodology for Building Ontologies , 1995 .

[32]  SWAD-Europe Deliverable 10.2: Mapping Semantic Web Data with RDBMSes , 2004 .

[33]  Erhard Rahm,et al.  Generic Schema Matching with Cupid , 2001, VLDB.

[34]  Ponnuthurai N. Suganthan,et al.  Structural pattern recognition using genetic algorithms , 2002, Pattern Recognit..

[35]  Sang-goo Lee,et al.  Keyword search in relational databases , 2010, Knowledge and Information Systems.

[36]  David Faure,et al.  First experiences of using semantic knowledge learned by ASIUM for information extraction task using INTEX , 2000, ECAI Workshop on Ontology Learning.

[37]  Jean-Luc Minel,et al.  Document annotation and ontology population from linguistic extractions , 2005, K-CAP '05.

[38]  Julian R. Ullmann,et al.  An Algorithm for Subgraph Isomorphism , 1976, J. ACM.

[39]  Michel Scholl,et al.  Gram: a graph data model and query languages , 1992, ECHT '92.

[40]  Joseph Fong,et al.  Translating Relational Schema with Constraints into Xml Schema , 2006, Int. J. Softw. Eng. Knowl. Eng..

[41]  Rainer Eckstein,et al.  XML Conceptual Modeling Using UML , 2000, ER.

[42]  Gabriele Taentzer,et al.  The AGG approach: language and environment , 1999 .

[43]  Christian Bizer,et al.  D2R Server - Publishing Relational Databases on the Semantic Web , 2004 .

[44]  Oded Shmueli,et al.  SoQL: A Language for Querying and Creating Data in Social Networks , 2009, 2009 IEEE 25th International Conference on Data Engineering.

[45]  M. Lee,et al.  ORA-SS: An Object-Relationship-Attribute Model for Semi-structured Data , 2000 .

[46]  N. F. Noy,et al.  Ontology Development 101: A Guide to Creating Your First Ontology , 2001 .

[47]  Gerald Kowalski,et al.  Information Retrieval Architecture and Algorithms , 2010 .

[48]  Michael Gruninger,et al.  Methodology for the Design and Evaluation of Ontologies , 1995, IJCAI 1995.

[49]  Horst Bunke,et al.  A New Algorithm for Error-Tolerant Subgraph Isomorphism Detection , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[50]  Sherry Marcus,et al.  Graph-based technologies for intelligence analysis , 2004, CACM.

[51]  A. John MINING GRAPH DATA , 2022 .

[52]  Trevor J. M. Bench-Capon,et al.  METHODOLOGIES FOR ONTOLOGY DEVELOPMENT , 2007 .

[53]  Philip S. Yu,et al.  BLINKS: ranked keyword searches on graphs , 2007, SIGMOD '07.

[54]  Grzegorz Rozenberg,et al.  Handbook of Graph Grammars and Computing by Graph Transformations, Volume 1: Foundations , 1997 .

[55]  Jeremy J. Carroll,et al.  Resource description framework (rdf) concepts and abstract syntax , 2003 .

[56]  Eduard Hovy,et al.  Multi-Document Person Name Resolution , 2004 .

[57]  Danushka Bollegala,et al.  Measuring semantic similarity between words using web search engines , 2007, WWW '07.

[58]  William E. Winkler,et al.  The State of Record Linkage and Current Research Problems , 1999 .

[59]  Jignesh M. Patel,et al.  Efficient aggregation for graph summarization , 2008, SIGMOD Conference.

[60]  Ulrike von Luxburg,et al.  A tutorial on spectral clustering , 2007, Stat. Comput..

[61]  Beng Chin Ooi,et al.  EASE: an effective 3-in-1 keyword search method for unstructured, semi-structured and structured data , 2008, SIGMOD Conference.

[62]  Nils J. Nilsson,et al.  A Formal Basis for the Heuristic Determination of Minimum Cost Paths , 1968, IEEE Trans. Syst. Sci. Cybern..

[63]  Jan Paredaens,et al.  An Object-Oriented Pattern Matching Language , 1993, ISOTAS.

[64]  Kurt Sandkuhl,et al.  Enterprise Ontology based Artefact Management , 2008, GI Jahrestagung.

[65]  CeriStefano,et al.  Comparative analysis of five XML query languages , 2000 .

[66]  C. Lawrence,et al.  Graph Database Systems for Genomics , 2001 .

[67]  Catherine Dolbear,et al.  Lege Feliciter: Using Structured English to represent a Topographic Hydrology Ontology , 2007, OWLED.

[68]  Neil Immerman,et al.  A Visual Language for Querying and Updating Graphs , 2002 .

[69]  S. Sudarshan,et al.  Bidirectional Expansion For Keyword Search on Graph Databases , 2005, VLDB.

[70]  Laks V. S. Lakshmanan,et al.  Grouping in XML , 2002, EDBT Workshops.

[71]  Reda Alhajj Extracting the extended entity-relationship model from a legacy relational database , 2003, Inf. Syst..

[72]  M. Minas,et al.  Application of graph transformation to visual languages , 1999 .

[73]  Erhard Rahm,et al.  COMA - A System for Flexible Combination of Schema Matching Approaches , 2002, VLDB.

[74]  Gottfried Vossen,et al.  A Survey of Database Design Transformations Based on the Entity-Relationship Model , 1995, Data Knowl. Eng..

[75]  Michael J. Carey,et al.  XPERANTO: Middleware for Publishing Object-Relational Data as XML Documents , 2000, VLDB.

[76]  Javier Larrosa,et al.  Constraint satisfaction algorithms for graph pattern matching , 2002, Mathematical Structures in Computer Science.

[77]  Edwin R. Hancock,et al.  Pattern Vectors from Algebraic Graph Theory , 2005, IEEE Trans. Pattern Anal. Mach. Intell..

[78]  Asunción Gómez-Pérez,et al.  An overview of methods and tools for ontology learning from texts , 2004, The Knowledge Engineering Review.

[79]  Surajit Chaudhuri,et al.  DBXplorer: a system for keyword-based search over relational databases , 2002, Proceedings 18th International Conference on Data Engineering.

[80]  Kaspar Riesen,et al.  Graph Classification and Clustering Based on Vector Space Embedding , 2010, Series in Machine Perception and Artificial Intelligence.

[81]  Martin A. Fischler,et al.  The Representation and Matching of Pictorial Structures , 1973, IEEE Transactions on Computers.

[82]  Hamish Cunningham,et al.  GATE-a General Architecture for Text Engineering , 1996, COLING.

[83]  Kaspar Riesen,et al.  Speeding Up Graph Edit Distance Computation with a Bipartite Heuristic , 2007, MLG.

[84]  RalfHiutmut Gtiting,et al.  GraphDB : Modeling and Querying Graphs in Databases , 1998 .

[85]  Paola Velardi,et al.  Learning Domain Ontologies from Document Warehouses and Dedicated Web Sites , 2004, CL.

[86]  Alin Deutsch,et al.  XML-QL: A Query Language for XML , 1998 .

[87]  Ambuj K. Singh,et al.  Graphs-at-a-time: query language and access methods for graph databases , 2008, SIGMOD Conference.

[88]  Lei Xu,et al.  A PCA approach for fast retrieval of structural patterns in attributed graphs , 2001, IEEE Trans. Syst. Man Cybern. Part B.

[89]  Erik Barendsen,et al.  Graph rewriting aspects of functional programming , 1999 .

[90]  Alberto O. Mendelzon,et al.  Expressing structural hypertext queries in graphlog , 1989, Hypertext.

[91]  Raphael Volz,et al.  Semi-automatic Ontology Acquisition from a Corporate Intranet , 2000 .

[92]  Michael Himsolt The Graphlet System , 1996, Graph Drawing.

[93]  M. de Rijke,et al.  The University of Amsterdam at the TREC 2007 Enterprise Track , 2006 .

[94]  Jan Van den Bussche,et al.  Concepts for Graph-Oriented Object Manipulation , 1992, EDBT.

[95]  Drew McDermott,et al.  D. B. Lenat and R. V. Guha, Building Large Knowledge-Based Systems: Representation and Inference in the Cyc Project , 1993, Artif. Intell..

[96]  Fedor V. Fomin,et al.  Exact Algorithms for Graph Homomorphisms , 2005, Theory of Computing Systems.

[97]  Tok Wang Ling,et al.  XML structures for relational data , 2001, Proceedings of the Second International Conference on Web Information Systems Engineering.

[98]  Eugene Inseok Chong,et al.  An Efficient SQL-based RDF Querying Scheme , 2005, VLDB.

[99]  Jimmy J. Lin,et al.  Design patterns for efficient graph algorithms in MapReduce , 2010, MLG '10.

[100]  Hartmut Ehrig,et al.  Fundamental Theory for Typed Attributed Graphs and Graph Transformation based on Adhesive HLR Categories , 2006, Fundam. Informaticae.

[101]  Ramanathan V. Guha,et al.  Building Large Knowledge-Based Systems: Representation and Inference in the Cyc Project , 1990 .

[102]  I L Kaplan A Semantic Graph Query Language , 2006 .

[103]  LeveneMark,et al.  A Graph-Based Data Model and its Ramifications , 1995 .

[104]  Zaïd Harchaoui,et al.  Image Classification with Segmentation Graph Kernels , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[105]  Ramanathan V. Guha,et al.  Building large knowledge-based systems , 1989 .

[106]  Pradeep Ravikumar,et al.  A Comparison of String Distance Metrics for Name-Matching Tasks , 2003, IIWeb.

[107]  Marko Grobelnik,et al.  SemSearch'11: the 4th semantic search workshop , 2011, WWW.

[108]  Shaul Dar,et al.  DTL's DataSpot: Database Exploration Using Plain Language , 1998, VLDB.

[109]  Johanna Völker,et al.  A Framework for Ontology Learning and Data-driven Change Discovery , 2005 .

[110]  Jean-François Baget,et al.  Extending SPARQL with regular expression patterns (for querying RDF) , 2009, J. Web Semant..

[111]  Michael Fleischman Automated Subcategorization of Named Entities , 2001, ACL.

[112]  Peter J. Rodgers A graph rewriting programming language for graph drawing , 1998, Proceedings. 1998 IEEE Symposium on Visual Languages (Cat. No.98TB100254).

[113]  Veda C. Storey,et al.  Reverse Engineering of Relational Databases: Extraction of an EER Model from a Relational Database , 1994, Data Knowl. Eng..

[114]  Mohan M. Trivedi,et al.  Graph matching using a direct classification of node attendance , 1996, Pattern Recognit..

[115]  Hartmut Ehrig,et al.  Handbook of graph grammars and computing by graph transformation: vol. 2: applications, languages, and tools , 1999 .

[116]  Christos Faloutsos,et al.  SuperGraph Visualization , 2006, Eighth IEEE International Symposium on Multimedia (ISM'06).

[117]  Gultekin Özsoyoglu,et al.  A graph query language and its query processing , 1999, Proceedings 15th International Conference on Data Engineering (Cat. No.99CB36337).

[118]  Mehrnoush Shamsfard,et al.  The state of the art in ontology learning: a framework for comparison , 2003, The Knowledge Engineering Review.

[119]  Thomas R. Gruber,et al.  Toward principles for the design of ontologies used for knowledge sharing? , 1995, Int. J. Hum. Comput. Stud..

[120]  Letizia Tanca,et al.  G-Log: A Graph-Based Query Language , 1995, IEEE Trans. Knowl. Data Eng..

[121]  Hartmut Ehrig,et al.  Fundamentals of Algebraic Graph Transformation (Monographs in Theoretical Computer Science. An EATCS Series) , 1992 .

[122]  Asunción Gómez-Pérez,et al.  Towards a Method to Conceptualize Domain Ontologies , 1996 .

[123]  Carola Eschenbach,et al.  Formal Ontology in Information Systems , 2008 .

[124]  Ioana Manolescu,et al.  Agora: Living with XML and Relational , 2000, VLDB.

[125]  Stefan Schulz,et al.  Towards Very Large Terminological Knowledge Bases: A Case Study from Medicine , 2000, Canadian Conference on AI.

[126]  Shamkant B. Navathe,et al.  Abstracting Relational and Hierarchical Data with a Semantic Data Model , 1987, International Conference on Conceptual Modeling.

[127]  Marcelo Arenas,et al.  Semantics and complexity of SPARQL , 2006, TODS.

[128]  Jan Hidders,et al.  Typing Graph-Manipulation Operations , 2003, ICDT.

[129]  Mark Levene,et al.  An object-oriented data model formalised through hypergraphs , 1991, Data Knowl. Eng..

[130]  Heikki Mannila,et al.  Design of Relational Databases , 1992 .

[131]  Luciano Baresi,et al.  Tutorial Introduction to Graph Transformation: A Software Engineering Perspective , 2002, ICGT.

[132]  Leonard M. Freeman,et al.  A set of measures of centrality based upon betweenness , 1977 .

[133]  Marc Gyssens,et al.  A graph-oriented object model for database end-user interfaces , 1990, SIGMOD '90.

[134]  Andy Schürr,et al.  GXL: toward a standard exchange format , 2000, Proceedings Seventh Working Conference on Reverse Engineering.

[135]  Gilles Bisson,et al.  Designing Clustering Methods for Ontology Building - The Mo'K Workbench , 2000, ECAI Workshop on Ontology Learning.

[136]  Anthony Chiu Wa Lo,et al.  Novel Approach for Reengineering Relational Databases into XML , 2005, 21st International Conference on Data Engineering Workshops (ICDEW'05).

[137]  Joseph Fong,et al.  Translating relational schema into XML schema definition with data semantic preservation and XSD graph , 2005, Inf. Softw. Technol..

[138]  Stathes Hadjiefthymiades,et al.  RONTO: relational to ontology schema matching , 2006 .

[139]  Alberto O. Mendelzon,et al.  G+: Recursive Queries Without Recursion , 1988, Expert Database Conf..

[140]  Endika Bengoetxea,et al.  Inexact Graph Matching Using Estimation of Distribution Algorithms , 2002 .

[141]  Luis Gravano,et al.  Efficient IR-Style Keyword Search over Relational Databases , 2003, VLDB.

[142]  David James Power,et al.  A brief history of decision support systems , 2003, WWW 2003.

[143]  Satya S. Sahoo,et al.  A Survey of Current Approaches for Mapping of Relational Databases to RDF , 2009 .

[144]  Josephine M. Cheng,et al.  XML and DB2 , 2000, Proceedings of 16th International Conference on Data Engineering (Cat. No.00CB37073).

[145]  Jennifer Widom,et al.  The Lorel query language for semistructured data , 1997, International Journal on Digital Libraries.

[146]  Frédérique Laforest,et al.  Study of the automatic construction of XML documents models from a relational data model , 2003, 14th International Workshop on Database and Expert Systems Applications, 2003. Proceedings..

[147]  Paul Buitelaar,et al.  A Protégé Plug-In for Ontology Extraction from Text Based on Linguistic Analysis , 2004, ESWS.

[148]  Roger H. L. Chiang,et al.  A knowledge-based system for performing reverse engineering of relational databases , 1995, Decis. Support Syst..

[149]  Amarnath Gupta,et al.  A Semantic-aware RDF Query Algebra , 2005 .

[150]  Marco A. Casanova,et al.  Designing Entity-Relationship Schemes for Conventional Information Systems , 1983, ER.

[151]  Michael Uschold,et al.  The Enterprise Ontology , 1998, The Knowledge Engineering Review.

[152]  C. Watkins Dynamic Alignment Kernels , 1999 .

[153]  Philipp Cimiano,et al.  Ontology Learning from Text: Methods, Evaluation and Applications , 2005 .

[154]  George A. Miller,et al.  WordNet: A Lexical Database for English , 1995, HLT.

[155]  Matteo Golfarelli,et al.  Beyond data warehousing: what's next in business intelligence? , 2004, DOLAP '04.

[156]  Wesley W. Chu,et al.  Configurable indexing and ranking for XML information retrieval , 2004, SIGIR '04.

[157]  Steffen Staab,et al.  Learning Concept Hierarchies from Text Corpora using Formal Concept Analysis , 2005, J. Artif. Intell. Res..

[158]  Sergio Greco,et al.  Querying Graph Databases , 2000, EDBT.

[159]  Benoit Huet,et al.  Shape recognition from large image libraries by inexact graph matching , 1999, Pattern Recognit. Lett..

[160]  Ulrik Brandes,et al.  GraphML Progress Report , 2001, GD.

[161]  Horst Bunke,et al.  Automatic learning of cost functions for graph edit distance , 2007, Inf. Sci..

[162]  Alberto O. Mendelzon,et al.  A graphical query language supporting recursion , 1987, SIGMOD '87.

[163]  Shan Wang,et al.  Finding Top-k Min-Cost Connected Trees in Databases , 2007, 2007 IEEE 23rd International Conference on Data Engineering.

[164]  Paul Buitelaar,et al.  Ontology Learning from Text: An Overview , 2005 .

[165]  M. Newman,et al.  Scientific collaboration networks. II. Shortest paths, weighted networks, and centrality. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[166]  Gabriel M. Kuper,et al.  The logical data model , 1993, TODS.

[167]  Ronald Fagin,et al.  Inclusion dependencies and their interaction with functional dependencies , 1982, PODS.

[168]  C. Robert Carlson,et al.  An Algorithm Converting Relational Schemas to Nested Entity-Relationship Schemas , 1991, ER.

[169]  Letizia Tanca,et al.  XML-GL: A Graphical Language for Querying and Restructuring XML Documents , 1999, SEBD.

[170]  Dániel Varró,et al.  Graph Transformation in Relational Databases , 2005, GraBaTs.

[171]  Yuzhong Qu,et al.  Discovering Simple Mappings Between Relational Database Schemas and Ontologies , 2007, ISWC/ASWC.

[172]  Hans-Peter Kriegel,et al.  Protein function prediction via graph kernels , 2005, ISMB.

[173]  Fernandez Lopez,et al.  Overview Of Methodologies For Building Ontologies , 1999, IJCAI 1999.

[174]  Bernardo Magnini,et al.  Weakly Supervised Approaches for Ontology Population , 2008, EACL.

[175]  Stefan Decker,et al.  TRIPLE - A Query, Inference, and Transformation Language for the Semantic Web , 2002, SEMWEB.

[176]  Andrew K. C. Wong,et al.  An algorithm for graph optimal monomorphism , 1990, IEEE Trans. Syst. Man Cybern..

[177]  Marti A. Hearst Automatic Acquisition of Hyponyms from Large Text Corpora , 1992, COLING.

[178]  Asunción Gómez-Pérez,et al.  Building Ontology Networks: How to Obtain a Particular Ontology Network Life Cycle? , 2008, I-Semantics 2008.

[179]  Stephen R. Gardner Building the data warehouse , 1998, CACM.

[180]  A. Bonato,et al.  Graphs and Hypergraphs , 2022 .

[181]  Kurt Sandkuhl,et al.  Towards a methodology for ontology development in small and medium-sized enterprises , 2005, IADIS AC.

[182]  Alessandro Sperduti,et al.  Supervised neural networks for the classification of structures , 1997, IEEE Trans. Neural Networks.

[183]  W. Alex Gray,et al.  An Approach to Eliciting the Semantics of Relational Databases , 1992, CAiSE.

[184]  E. F. Codd,et al.  Data models in database management , 1981, Workshop on Data Abstraction, Databases and Conceptual Modelling.

[185]  Doug Downey,et al.  Web-scale information extraction in knowitall: (preliminary results) , 2004, WWW '04.

[186]  David W. Conrath,et al.  Semantic Similarity Based on Corpus Statistics and Lexical Taxonomy , 1997, ROCLING/IJCLCLP.

[187]  Tom M. Mitchell,et al.  Learning to construct knowledge bases from the World Wide Web , 2000, Artif. Intell..

[188]  Ramakrishnan Srikant,et al.  Fast Algorithms for Mining Association Rules in Large Databases , 1994, VLDB.

[189]  Amal Zouaq,et al.  Evaluating the Generation of Domain Ontologies in the Knowledge Puzzle Project , 2009, IEEE Transactions on Knowledge and Data Engineering.

[190]  Horst Bunke,et al.  Decision trees for filtering large databases of graphs , 2007, Int. J. Intell. Syst. Technol. Appl..

[191]  George Angelos Papadopoulos,et al.  Dactl: an experimental graph rewriting language , 1990, J. Program. Lang..