Emergent Semantics Principles and Issues

Information and communication infrastructures underwent a rapid and extreme decentralization process over the past decade: From a world of statically and partially connected central servers rose an intricate web of millions of information sources loosely connecting one to another. Today, we expect to witness the extension of this revolution with the wide adoption of meta-data standards like RDF or OWL underpinning the creation of a semantic web. Again, we hope for global properties to emerge from a multiplicity of pair-wise, local interactions, resulting eventually in a self-stabilizing semantic infrastructure. This paper represents an effort to summarize the conditions under which this revolution would take place as well as an attempt to underline its main properties, limitations and possible applications.

[1]  W. Bruce Croft,et al.  Deriving concept hierarchies from text , 1999, SIGIR '99.

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

[3]  James A. Hendler,et al.  The Semantic Web — ISWC 2002 , 2002, Lecture Notes in Computer Science.

[4]  Avigdor Gal,et al.  The Use of Machine-Generated Ontologies in Dynamic Information Seeking , 2001, CoopIS.

[5]  Erhard Rahm,et al.  A survey of approaches to automatic schema matching , 2001, The VLDB Journal.

[6]  Alon Y. Halevy,et al.  Piazza: data management infrastructure for semantic web applications , 2003, WWW '03.

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

[8]  Frank Keller,et al.  Using the Web to Overcome Data Sparseness , 2002, EMNLP.

[9]  Steffen Staab,et al.  INVITED CONTRIBUTION The SWAP Data and Metadata Model for Semantics-Based Peer-to-Peer Systems , 2003, MATES.

[10]  Amihai Motro,et al.  Autoplex: Automated Discovery of Content for Virtual Databases , 2001, CoopIS.

[11]  Karl Aberer,et al.  P2P information systems , 2002, Proceedings / International Conference on Data Engineering.

[12]  Christoph Bussler,et al.  Web Services, E-Business, and the Semantic Web , 2002, Lecture Notes in Computer Science.

[13]  Mark Handley,et al.  A scalable content-addressable network , 2001, SIGCOMM '01.

[14]  Karl Aberer,et al.  The Quest for Balancing Peer Load in Structured Peer-to-Peer Systems , 2003 .

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

[16]  Frank van Harmelen,et al.  Ranking Agent Statements for Building Evolving Ontologies , 2002, AAAI 2002.

[17]  Steffen Staab,et al.  Towards the self-annotating web , 2004, WWW '04.

[18]  Steffen Staab,et al.  Automatic Acquisition of Taxonomies from Text: FCA meets NLP , 2003 .

[19]  Vipul Kashyap,et al.  The Emergent semantic web: a consensus approach for deriving semantic knowledge on the web , 2001 .

[20]  Hector Garcia-Molina,et al.  The Eigentrust algorithm for reputation management in P2P networks , 2003, WWW '03.

[21]  Aris M. Ouksel,et al.  A Framework for a Scalable Agent Architecture of Cooperating Heterogeneous Knowledge Sources , 1999 .

[22]  Jon M Kleinberg,et al.  Hubs, authorities, and communities , 1999, CSUR.

[23]  Steffen Staab,et al.  KAON - Towards a Large Scale Semantic Web , 2002, EC-Web.

[24]  Karl Aberer,et al.  Efficient, self-contained handling of identity in peer-to-peer systems , 2004, IEEE Transactions on Knowledge and Data Engineering.

[25]  Tore Risch,et al.  EDUTELLA: a P2P networking infrastructure based on RDF , 2002, WWW.

[26]  Karl Aberer,et al.  Improving Data Access in P2P Systems , 2002, IEEE Internet Comput..

[27]  Karl Aberer,et al.  P-Grid: A Self-Organizing Access Structure for P2P Information Systems , 2001, CoopIS.

[28]  Karl Aberer,et al.  Updates in highly unreliable, replicated peer-to-peer systems , 2003, 23rd International Conference on Distributed Computing Systems, 2003. Proceedings..

[29]  David M. Pennock,et al.  Using web structure for classifying and describing web pages , 2002, WWW.

[30]  Malvina Nissim,et al.  Using the Web for Nominal Anaphora Resolution , 2003 .

[31]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[32]  Dan Brickley,et al.  Resource Description Framework (RDF) Model and Syntax Specification , 2002 .

[33]  Francesco Mondada,et al.  Probabilistic Modelling of a Bio-Inspired Collective Experiment with Real Robots , 1998, DARS.

[34]  Karl Aberer,et al.  A framework for semantic gossiping , 2002, SGMD.

[35]  Karl Aberer Scalable Data Access in Peer-to-Peer Systems Using Unbalanced Search Trees , 2002, WDAS.

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

[37]  Edith Cohen,et al.  Replication strategies in unstructured peer-to-peer networks , 2002, SIGCOMM.

[38]  Agostino Poggi,et al.  Multiagent Systems , 2006, Intelligenza Artificiale.

[39]  David Stuart Robertson,et al.  Enacting the Distributed Business Workflows Using BPEL4WS on the Multi-agent Platform , 2005, MATES.

[40]  Pedro M. Domingos,et al.  Learning to map between ontologies on the semantic web , 2002, WWW '02.

[41]  David R. Karger,et al.  Chord: a scalable peer-to-peer lookup protocol for internet applications , 2003, TNET.

[42]  Tova Milo,et al.  Using Schema Matching to Simplify Heterogeneous Data Translation , 1998, VLDB.

[43]  Aris M. Ouksel,et al.  In-context peer-to-peer information filtering on the Web , 2003, SGMD.

[44]  L. Stein,et al.  OWL Web Ontology Language - Reference , 2004 .

[45]  Aris M. Ouksel,et al.  Ontologies are not the Panacea in Data Integration: A Flexible Coordinator to Mediate Context Construction , 2004, Distributed and Parallel Databases.

[46]  Ion Stoica,et al.  Peer-to-Peer Systems II , 2003, Lecture Notes in Computer Science.

[47]  Karl Aberer,et al.  The chatty web: emergent semantics through gossiping , 2003, WWW '03.

[48]  Fausto Giunchiglia,et al.  Data Management for Peer-to-Peer Computing : A Vision , 2002, WebDB.

[49]  Michael H. Goldhaber,et al.  The Attention Economy and the Net , 1997, First Monday.

[50]  David R. Karger,et al.  Chord: A scalable peer-to-peer lookup service for internet applications , 2001, SIGCOMM '01.

[51]  Carlo Batini,et al.  Data Quality in e-Business Applications , 2002, WES.

[52]  C. Lee Giles,et al.  Self-Organization and Identification of Web Communities , 2002, Computer.

[53]  Seif Haridi,et al.  DKS(N, k, f): a family of low communication, scalable and fault-tolerant infrastructures for P2P applications , 2003, CCGrid 2003. 3rd IEEE/ACM International Symposium on Cluster Computing and the Grid, 2003. Proceedings..

[54]  Olatz Ansa,et al.  Enriching very large ontologies using the WWW , 2000, ECAI Workshop on Ontology Learning.

[55]  Vipul Kashyap,et al.  OBSERVER: An Approach for Query Processing in Global Information Systems Based on Interoperation Across Pre-Existing Ontologies , 2000, Distributed and Parallel Databases.

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

[57]  Hector Garcia-Molina,et al.  Designing a super-peer network , 2003, Proceedings 19th International Conference on Data Engineering (Cat. No.03CH37405).

[58]  Paola Velardi,et al.  The Usable Ontology: An Environment for Building and Assessing a Domain Ontology , 2002, SEMWEB.

[59]  A Min Tjoa,et al.  E-Commerce and Web Technologies , 2002, Lecture Notes in Computer Science.

[60]  Steffen Staab,et al.  Remindin': semantic query routing in peer-to-peer networks based on social metaphors , 2004, WWW '04.

[61]  Antony I. T. Rowstron,et al.  Pastry: Scalable, Decentralized Object Location, and Routing for Large-Scale Peer-to-Peer Systems , 2001, Middleware.

[62]  Richard M. Karp,et al.  Load Balancing in Structured P2P Systems , 2003, IPTPS.

[63]  Aris M. Ouksel,et al.  Coordinating context building in heterogeneous information systems , 1994, Journal of Intelligent Information Systems.

[64]  Eugene Charniak,et al.  Finding Parts in Very Large Corpora , 1999, ACL.

[65]  Steffen Staab,et al.  Bootstrapping an Ontology-Based Information Extraction System , 2003, Intelligent Exploration of the Web.

[66]  Soumen Chakrabarti,et al.  Data mining for hypertext: a tutorial survey , 2000, SKDD.