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2017 | OriginalPaper | Chapter

Semantic Annotations for Mediation of Complex Rule Systems

Authors : Mateusz Ślażyński, Grzegorz J. Nalepa, Szymon Bobek, Krzysztof Kutt

Published in: Artificial Intelligence and Soft Computing

Publisher: Springer International Publishing

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Abstract

Design of Business Intelligence systems capable of effectively handling a domain knowledge is a well known, but currently not solved challenge for both Software and Knowledge Engineers. There exist several approaches to extract and model the Business Knowledge, most notably Business Processes and Business Rules. However, each of them has its own weaknesses and therefore it is often desirable to build hybrid models composed of several knowledge representations. In this paper we describe an extension to Business Rules in order to facilitate creation of such heterogeneous systems. This is achieved by introducing semantic annotations to existing rule modeling languages. We also present how the additional semantic information is leveraged in the Prosecco project.

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previous chapter Tensor-Based Syntactic Feature Engineering for Ontology Instance Matching

next chapter Convolutional Neural Networks for Time Series Classification

See http://prosecco.agh.edu.pl for the project website.

For more information, please see: https://www.w3.org/TR/owl-semantics/.

HMR stands for HeKaTe Meta Representation, a human readable format to represent XTT2 models. For a detailed specification of the language see: http://glados.kis.agh.edu.pl/doku.php?id=pub:software:heartdroid:documentation:hmr.

For more details on the annotation system in Java see: http://docs.oracle.com/javase/specs/jls/se8/html/jls-9.html#jls-9.7.

For a full listing of Jena’s capabilities see: https://jena.apache.org/.

For a complete specification, see: https://www.w3.org/TR/sparql11-query/.

Protege is an ontology editor. For details see http://protege.stanford.edu/.

Adrian, W.T., Bobek, S., Nalepa, G.J., Kaczor, K., Kluza, K.: How to reason by HeaRT in a semantic knowledge-based wiki. In: Proceedings of the 23rd IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2011, Boca Raton, Florida, USA, pp. 438–441 (2011). http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6103361&tag=1

Bobek, S., Baran, M., Kluza, K., Nalepa, G.J.: Application of bayesian networks to recommendations in business process modeling. In: Giordano, L., Montani, S., Dupre, D.T. (eds.) Proceedings of the Workshop AI Meets Business Processes 2013 co-located with the 13th Conference of the Italian Association for Artificial Intelligence (AI*IA 2013), Turin, Italy, 6 December 2013. http://ceur-ws.org/Vol-1101/

Bobek, S., Nalepa, G.J., Ślażyński, M.: Challenges for migration of rule-based reasoning engine to a mobile platform. In: Dziech, A., Czyżewski, A. (eds.) MCSS 2014. CCIS, vol. 429, pp. 43–57. Springer, Cham (2014). doi:10.1007/978-3-319-07569-3_4 CrossRef

Dentler, K., Cornet, R., ten Teije, A., de Keizer, N.: Comparison of reasoners for large ontologies in the OWL 2 EL profile. Semant. Web 2(2), 71–87 (2011). doi:10.3233/SW-2011-0034

Eiter, T., Ianni, G., Krennwallner, T., Polleres, A.: Rules and ontologies for the semantic web. In: Baroglio, C., Bonatti, P.A., Małuszyński, J., Marchiori, M., Polleres, A., Schaffert, S. (eds.) Reasoning Web 2008. LNCS, vol. 5224, pp. 1–53. Springer, Heidelberg (2008). doi:10.1007/978-3-540-85658-0_1 CrossRef

Grau, B.C., Parsia, B., Sirin, E.: Working with multiple ontologies on the semantic web. In: McIlraith, S.A., Plexousakis, D., Harmelen, F. (eds.) ISWC 2004. LNCS, vol. 3298, pp. 620–634. Springer, Heidelberg (2004). doi:10.1007/978-3-540-30475-3_43 CrossRef

Horrocks, I., Parsia, B., Patel-Schneider, P., Hendler, J.: Semantic web architecture: stack or two towers? In: Fages, F., Soliman, S. (eds.) PPSWR 2005. LNCS, vol. 3703, pp. 37–41. Springer, Heidelberg (2005). doi:10.1007/11552222_4 CrossRef

Horrocks, I., Patel-Schneider, P.F., Boley, H., Tabet, S., Grosof, B., Dean, M.: SWRL: A Semantic Web Rule Language Combining OWL and RuleML. Technical report, World Wide Web Consortium, May 2004

Kluza, K., Kaczor, K., Nalepa, G., Slazynski, M.: Opportunities for business process semantization in open-source process execution environments. In: 2015 Federated Conference on Computer Science and Information Systems (FedCSIS), pp. 1307–1314, September 2015

10.

Kluza, K., Kaczor, K., Nalepa, G.J.: Integration of business processes with visual decision modeling. Presentation of the HaDEs toolchain. In: Fournier, F., Mendling, J. (eds.) BPM 2014. LNBIP, vol. 202, pp. 504–515. Springer, Cham (2015). doi:10.1007/978-3-319-15895-2_43

11.

Nalepa, G., Slazynski, M., Kutt, K., Kucharska, E., Luszpaj, A.: Unifying business concepts for SMEs with prosecco ontology. In: 2015 Federated Conference on Computer Science and Information Systems (FedCSIS), pp. 1321–1326, September 2015

12.

Nalepa, G.J., Ligęza, A., Kaczor, K.: Overview of knowledge formalization with XTT2 rules. In: Bassiliades, N., Governatori, G., Paschke, A. (eds.) RuleML 2011. LNCS, vol. 6826, pp. 329–336. Springer, Heidelberg (2011). doi:10.1007/978-3-642-22546-8_26 CrossRef

13.

Nalepa, G.J., Kluza, K., Kaczor, K.: Proposal of an inference engine architecture for business rules and processes. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2013. LNCS, vol. 7895, pp. 453–464. Springer, Heidelberg (2013). doi:10.1007/978-3-642-38610-7_42 CrossRef

14.

OMG: Business Process Model and Notation (BPMN): Version 2.0 specification. Technical report formal/2011-01-03, Object Management Group, January 2011

15.

OWL Working Group, W3C: OWL 2 Web Ontology Language: Document Overview. W3C recommendation, W3C, October 2009

16.

O’Connor, M., Knublauch, H., Tu, S., Grosof, B., Dean, M., Grosso, W., Musen, M.: Supporting rule system interoperability on the semantic web with SWRL. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 974–986. Springer, Heidelberg (2005). doi:10.1007/11574620_69 CrossRef

17.

Rademakers, T., Baeyens, T., Barrez, J.: Activiti in Action: Executable Business Processes in BPMN 2.0. Manning Pubs Co Series, Manning Publications Company, Greenwich (2012)

18.

Rosati, R.: On combining description logic ontologies and nonrecursive datalog rules. In: Calvanese, D., Lausen, G. (eds.) RR 2008. LNCS, vol. 5341, pp. 13–27. Springer, Heidelberg (2008). doi:10.1007/978-3-540-88737-9_3 CrossRef

19.

Thomas, O., Fellmann, M.: Semantic process modeling-design and implementation of an ontology-based representation of business processes. Bus. Inf. Syst. Eng. 1(6), 438–451 (2009)CrossRef

Title: Semantic Annotations for Mediation of Complex Rule Systems
Authors: Mateusz Ślażyński
Grzegorz J. Nalepa
Szymon Bobek
Krzysztof Kutt
Publisher: Springer International Publishing
Book: Artificial Intelligence and Soft Computing
Print ISBN: 978-3-319-59059-2

Electronic ISBN: 978-3-319-59060-8

Copyright Year: 2017
DOI: https://doi.org/10.1007/978-3-319-59060-8_56

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