List of Uncertainty Reasoning References
This page is for the collection of references to be added by XG members. The intent is to collect a set of references for various methodologies and to "investigate proposed and implemented methodologies that may be applied to address the use cases developed under the first objective and that show promise as candidate solutions for uncertainty reasoning on the scale of the World Wide Web. The combination of use cases and associated methodologies would be examined to determine the most commonly required information and also that information that while not common may be especially important in select situations."
The required information on this page is
- the type of reasoning methodology
- the reference
- who entered the reference
The first column can later be used for sorting and the third column gives a contact if others have questions about the reference.
The formatting allows this to be displayed as a table. When entering a new reference, use the syntax you find in the page where you do edits.
Reference Table |
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Method |
Reference |
Who entered |
Bayesian |
Costa, Paulo C.G. (2005) Bayesian Semantics for the Semantic Web. Doctoral Dissertation. School of Information Technology and Engineering, George Mason University: Fairfax, VA, USA. |
Ken Laskey (from XG Charter) |
|
Damasio, Carlos; Pan, Jeff; Stoilos, Giorgos; Straccia, Umberto (2006) An Approach to Representing Uncertainty Rules in RuleML, Proceeedings of the 2nd International Conference on Rules and Rule Markup Languages for the Semantic Web (RuleML-06). |
Ken Laskey (from XG Charter) |
|
Ding, Zhongli; and Peng, Yun (2004) A Probabilistic Extension to Ontology Language OWL, in 37th Annual Hawaii International Conference on System Sciences (HICSS'04). 2004. Big Island, Hawaii. |
Ken Laskey (from XG Charter) |
|
Fukushige, Yoshio (2004) Representing Probabilistic Knowledge in the Semantic Web. Presented at the W3C workshop on Semantic Web for Life Sciences. Cambridge, MA, USA. |
Ken Laskey (from XG Charter) |
probabilistic default reasoning |
Giugno, Rosalba; and Lukasiewicz, Thomas (2002) P-SHOQ(D): A Probabilistic Extension of SHOQ(D) for Probabilistic Ontologies in the Semantic Web. Proceedings of the 8th European Conference on Logics in Artificial Intelligence (JELIA 2002). Extended version: Lukasiewicz, Thomas (2007) Expressive Probabilistic Description Logics, Artificial Intelligence, 172(6-7), 852-883, April 2008. |
Thomas Lukasiewicz |
|
Gu, Tao; Pung, Hung K.; and Zhang, Da Q. (2004) A Bayesian Approach for Dealing with Uncertainty Contexts, in Second International Conference on Pervasive Computing. 2004. Vienna, Austria: Austrian Computer Society. |
Ken Laskey (from XG Charter) |
fuzzy |
Lukasiewicz, Thomas (2006) Fuzzy Description Logic Programs under the Answer Set Semantics for the Semantic Web. Proceedings of the 2nd International Conference on Rules and Rule Markup Languages for the Semantic Web (RuleML 2006). Extended version: Fundamenta Informaticae, 82, 1-22, 2008. |
Thomas Lukasiewicz |
fuzzy, tightly coupled |
Lukasiewicz, Thomas; and Straccia, Umberto (2007) Tightly Integrated Fuzzy Description Logic Programs Under the Answer Set Semantics for the Semantic Web. Proceedings of the 1st International Conference on Web Reasoning and Rule Systems (RR 2007). |
Thomas Lukasiewicz |
fuzzy, top-k |
Lukasiewicz, Thomas; and Straccia, Umberto (2007) Top-k Retrieval in Description Logic Programs Under Vagueness for the Semantic Web. Proceedings of the 1st International Conference on Scalable Uncertainty Management (SUM 2007). |
Thomas Lukasiewicz |
fuzzy, example |
Agarwal, Sudhir; and Lamparter, Steffen (2005) sMART - A Semantic Matchmaking Portal for Electronic Markets. Proceedings of the 7th International IEEE Conference on E-Commerce Technology. Munich, Germany, 2005. |
Mitch Kokar |
Bayesian |
Lukasiewicz, Thomas (2005) Probabilistic Description Logic Programs. Proceedings of the 8th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2005). Extended version: Probabilistic Description Logic Programs. International Journal of Approximate Reasoning, 45(2), 288-307, August 2007. |
Thomas Lukasiewicz |
Bayesian, tractable |
Lukasiewicz, Thomas (2007) Tractable Probabilistic Description Logic Programs. Proceedings of the 1st International Conference on Scalable Uncertainty Management (SUM 2007). |
Thomas Lukasiewicz |
Bayesian, ontology mapping |
Calì, Andrea; Lukasiewicz, Thomas; Predoiu, Livia; and Stuckenschmidt, Heiner (2008) Tightly Integrated Probabilistic Description Logic Programs for Representing Ontology Mappings. Proceedings of the 5th International Symposium on Foundations of Information and Knowledge Systems (FoIKS 2008). |
Thomas Lukasiewicz |
Bayesian, fuzzy |
Lukasiewicz, Thomas; and Straccia, Umberto (2007) Description Logic Programs under Probabilistic Uncertainty and Fuzzy Vagueness. Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2007). |
Thomas Lukasiewicz |
conditional preferences |
Lukasiewicz, Thomas; and Schellhase, Jörg (2006) Variable-Strength Conditional Preferences for Ranking Objects in Ontologies. Proceedings of the 3rd European Semantic Web Conference (ESWC 2006). Extended version: Variable-Strength Conditional Preferences for Ranking Objects in Ontologies. Journal of Web Semantics, 5(3), 180-194, September 2007. |
Thomas Lukasiewicz |
|
Mitra, Prasenjit; Noy, Natasha; and Jaiswal, Anuj R. (2005) Ontology Mapping Discovery with Uncertainty. Presented at the Fourth International Semantic Web Conference (ISWC 2004). November, 7th 2005, Galway, Ireland. |
Ken Laskey (from XG Charter) |
|
Pool, Michael; and Aikin, Jeffrey (2004) KEEPER and Protege: An Elicitation Environment for Bayesian Inference Tools, in Workshop on Protege and Reasoning held at the Seventh International Protege Conference. 2004: Bethesda, MD, USA. |
Ken Laskey (from XG Charter) |
|
Sanchez, Elie (2006) Fuzzy Logic and the Semantic Web. 1st Edition, April 3, 2006. Oxford, UK: Elsevier Science. |
Ken Laskey (from XG Charter) |
|
Straccia, U. (2005) Towards a fuzzy description logic for the semantic web. In Proceedings of the Second European Semantic Web Conference, ESWC 2005. |
Ken Laskey (from XG Charter) |
|
Yang, Y.; and Calmet, J. (2005) OntoBayes: An Ontology-Driven Uncertainty Model. Presented at the International Conference on Intelligent Agents, Web Technologies and Internet Commerce (IAWTIC2005). Vienna, Austria. |
Ken Laskey (from XG Charter) |
Comparison and combination of different methods |
P. Vojtas, M. Vomlelova. "On models of comparison of multiple monotone classifications" In Proc. IPMU'2006, B. Bouchon-Meunier and R. R. Yager eds. Editions EDK, Paris, 2006, pp. 1236-1243 |
|
induction |
T. Horvath, P. Vojtas: Ordinal Classification with Monotonicity Constraints. In ICDM 2006, LNAI 4065, Springer, 2006, p. 217-225 |
|
description logic |
P. Vojtas. EL description logic with aggregation of user preference concepts. M. Duzi et al. Eds. Information modelling and Knowledge Bases XVIII, IOS Press, Amsterdam, 2007, 154-165 |
|
fuzzy rules (fuzzy SWRL) |
Pan, Jeff; Stoilos, Giorgos; Stamou, Giorgos; Tzouvaras, Vassilis; Horrocks, Ian (2006) f-SWRL: A Fuzzy Extension of SWRL Data Semantics, special issue on Emergent Semantics, Volume 4090/2006: 28-46.http://www.image.ece.ntua.gr/php/savepaper.php?id=407 |
GiorgosStoilos (from XG Charter) |
(Fuzzy OWL) |
Stoilos, G., Stamou, G., Tzouvaras, V., Pan, J.Z., Horrocks, I. (2005) Fuzzy OWL: Uncertainty and the Semantic Web. In: Proceedings of the International Workshop on OWL: Experience and Directions (OWL-ED2005).http://www.image.ece.ntua.gr/php/savepaper.php?id=398 |
GiorgosStoilos (from XG Charter) |
(reasoning in fuzzy-OWL) |
Stoilos, G., Stamou, G., Pan J.Z., Tzouvaras, V., Horrocks, I. (2007) Reasoning with Very Expressive Fuzzy Description Logics, Journal of Artificial Intelligence Research, 30(8), p. 273-320.http://www.image.ece.ntua.gr/php/savepaper.php?id=507 |
|
fuzzy description logic |
Stoilos, G., Simou, N., Stamou, G., Kollias, S. (2006) Uncertainty and the Semantic Web. IEEE Intelligent Systems, 21(5), p. 84-87, 2006.http://www.image.ece.ntua.gr/php/savepaper.php?id=445 |
|
Fuzzy Querying over fuzzy-DL-Lite |
Pan, J.Z., Stamou, G., Stoilos, G., Thomas, E. (2008) Scalable Querying Services over Fuzzy Ontologies. To Appear 17th International World-Wide-Web Conference (WWW 2008), Beijin, 2008.http://www.image.ece.ntua.gr/php/savepaper.php?id=482 |
|
fuzzy rules and rule interchange (RIF) |
Viegas Damasio, C., Pan, J.Z., Stoilos, G., Straccia, U. (2007) Representing Uncertainty in RuleML. To Appear in Fundamenta Informaticae.http://www.image.ece.ntua.gr/php/savepaper.php?id=481 |
|
Bayesian, trust, belief fusion |
Richardson, M., Agrawal, R., and Domingos, P. (2003) Trust Management for the Semantic Web. Proceedings of the Second International Semantic Web Conference, 2003 http://www.cs.washington.edu/homes/pedrod/papers/iswc03.pdf |
Matthias Nickles |
Probabilistic applied to Classical |
Lloyd, J. and Ng, K.S (2007) Probabilistic Reasoning in a Classical Logic. Attached to this page (with authors' permission) |
Anne Cregan |
Bayesian, belief fusion, Context OWL |
Nickles, M. (2007) Social Acquisition of Ontologies from Communication Processes. Applied Ontology, 2007. http://www.model.in.tum.de/~nickles/Docs/NicklesAppliedOntology07.pdf |
Matthias Nickles |
Bayesian |
Morgan, M. G. and M. Henrion (1990). Uncertainty: A Guide to Dealing with Uncertainty in Quantitative Risk and Policy Analysis. New York, Cambridge University Press. |
|
Bayesian |
Clemen, R. (1996). Making Hard Decisions. CA, Brooks/Cole. |
|
Probabilistic (Bayesian, Frequentist, Baconian), Fuzzy |
Schum, D. (1994). Evidential Foundations of Probabilistic Reasoning. New York, Wiley. |
|
|
Berners-Lee, T., Hendler, J., & Lassila, O. (2001). The Semantic Web, Scientific American (pp. 29-37) |
|
general on uncertainty |
Parsons, S.(1996). Current approaches to handling imperfect information in data and knowledge bases, Transactions on Knowledge and Data Engineering, Volume 8, Issue 3, 353 - 372 |
|
|
Fagin, R., Lotem, A., Naor, M. (2003). Optimal aggregation algorithms for middleware, J. Computer and System Sciences 66 (2003), pp. 614-656 |
|
chain of tools |
P. Gursky, T. Horvath, J. Jirasek, S. Krajci, R. Novotny, V. Vanekova, P. Vojtas. Web Search with variable user model, In Datakon 2007, L. Popelinsky and O. Vyborny eds. Masarykova Univerzita 2007, 111-121 |
|
a search engine |
L. Galambos, Egothor - Java search engine and supplemental libraries http://www.egothor.org/ |
|
infrastructure |
Yaghob, J., Zavoral, F., Semantic Web Infrastructure using Data Pile, in WI IATW 06, IEEE Los Alamitos, ISBN 0 7695 2749 3, 2006, pp.630-633 |
|
data integration |
D. Bednarek, D. Obdrzalek, J. Yaghob, F. Zavoral, Data Integration Using Data Pile Structure, in Advances in Databases and Information Systems, Springer-Verlag, 2005, ISBN 3 540 42555 1, pp. 178-188 |
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