메뉴 건너뛰기




Volumn 8, Issue 2, 2011, Pages 253-264

Automating knowledge discovery workflow composition through ontology-based planning

Author keywords

Data mining; knowledge management

Indexed keywords

AUTOMATED CONSTRUCTION; AUTOMATED WORKFLOW; DATA MINING ALGORITHM; FORWARD-CHAINING PLANNING; GENOMICS; KNOWLEDGE DISCOVERY; KNOWLEDGE DISCOVERY PROCESS; KNOWLEDGE TYPES; ONTOLOGICAL REASONING; ONTOLOGY-BASED; PLANNING DOMAIN DEFINITION LANGUAGE; PLANNING TASKS; REASONER; SCIENTIFIC DISCOVERY; TASK DESCRIPTION; WORK-FLOWS; WORKFLOW COMPOSITION;

EID: 79953798552     PISSN: 15455955     EISSN: None     Source Type: Journal    
DOI: 10.1109/TASE.2010.2070838     Document Type: Article
Times cited : (71)

References (51)
  • 2
    • 85008042564 scopus 로고    scopus 로고
    • Learning relational descriptions of differentially expressed gene groups
    • Jan.
    • I. Trajkovski, F. Železný, N. Lavrač, and J. Tolar, "Learning relational descriptions of differentially expressed gene groups," IEEE Trans. Syst. Man, Cybern. C, vol. 38, no. 1, pp. 16-25, Jan. 2008.
    • (2008) IEEE Trans. Syst. Man, Cybern. C , vol.38 , Issue.1 , pp. 16-25
    • Trajkovski, I.1    Železný, F.2    Lavrač, N.3    Tolar, J.4
  • 4
    • 33845501387 scopus 로고    scopus 로고
    • 10 challenging problems in data mining research
    • Q.Yang and X.Wu, "10 challenging problems in data mining research," Intl. J. Inf. Tech. Decision Making, vol. 5, no. 4, pp. 597-604, 2006.
    • (2006) Intl. J. Inf. Tech. Decision Making , vol.5 , Issue.4 , pp. 597-604
    • Yang, Q.1    Wu, X.2
  • 6
    • 4644260332 scopus 로고    scopus 로고
    • OWL web ontology language semantics and abstract syntax
    • [Online]. Available
    • P. Patel-Schneider, P. Hayes, and I. Horrocks, "OWL web ontology language semantics and abstract syntax,"W3C recommendation, 2004. [Online]. Available: http://www.w3.org/TR/owl-semantics/
    • (2004) W3C Recommendation
    • Patel-Schneider, P.1    Hayes, P.2    Horrocks, I.3
  • 8
    • 2442458316 scopus 로고    scopus 로고
    • A perspective on inductive databases
    • L. DeRaedt, "A perspective on inductive databases," SIKDD Explorations, vol. 4, no. 2, pp. 69-77, 2002.
    • (2002) SIKDD Explorations , vol.4 , Issue.2 , pp. 69-77
    • Deraedt, L.1
  • 9
    • 36048988753 scopus 로고    scopus 로고
    • Grid-enabling data mining applications with DataMiningGrid: An architectural perspective
    • DOI 10.1016/j.future.2007.05.004, PII S0167739X07000933
    • V. Stankovski, M. Swain, V. Kravtsov, T. Niessen, D.Wegener, J. Kindermann, and W. Dubitzky, "Grid-enabling data mining applications with DataMiningGrid: An architectural perspective," Future Generation Comput. Syst., vol. 24, no. 4, pp. 259-279, 2008. (Pubitemid 350088204)
    • (2008) Future Generation Computer Systems , vol.24 , Issue.4 , pp. 259-279
    • Stankovski, V.1    Swain, M.2    Kravtsov, V.3    Niessen, T.4    Wegener, D.5    Kindermann, J.6    Dubitzky, W.7
  • 11
    • 79951848895 scopus 로고    scopus 로고
    • The Triana workflow environment: Architecture and applications
    • I. Taylor, E. Deelman, D. Gannon, and M. Shields, Eds. New York: Springer
    • I. Taylor, M. Shields, I. Wang, and A. Harrison, "The Triana workflow environment: Architecture and applications," in Workflows for e-Science, I. Taylor, E. Deelman, D. Gannon, and M. Shields, Eds. New York: Springer, 2007, pp. 320-339.
    • (2007) Workflows for E-Science , pp. 320-339
    • Taylor, I.1    Shields, M.2    Wang, I.3    Harrison, A.4
  • 12
    • 0344496794 scopus 로고    scopus 로고
    • The Discovery Net system for high throughput bioinformatics
    • A. Rowe, D. Kalaitzopoulos, M. Osmond, M. Ghanem, and Y. Guo, "The Discovery Net system for high throughput bioinformatics," Bioinformatics, vol. 19, pp. 225-231, 2003.
    • (2003) Bioinformatics , vol.19 , pp. 225-231
    • Rowe, A.1    Kalaitzopoulos, D.2    Osmond, M.3    Ghanem, M.4    Guo, Y.5
  • 15
    • 59949087987 scopus 로고    scopus 로고
    • The design and realisation of the myExperiment virtual research environment for social sharing of workflows
    • D. DeRoure, C. Goble, and R. Stevens, "The design and realisation of the myExperiment virtual research environment for social sharing of workflows," Future Gen. Comput. Syst., vol. 25, pp. 561-567, 2008.
    • (2008) Future Gen. Comput. Syst. , vol.25 , pp. 561-567
    • Deroure, D.1    Goble, C.2    Stevens, R.3
  • 16
    • 26944500669 scopus 로고    scopus 로고
    • The MiningMart approach to knowledge discovery in databases
    • K. Morik and M. Scholz, "The MiningMart approach to knowledge discovery in databases," in Proc. Int. Conf. Machine Learning, 2004, pp. 47-65.
    • (2004) Proc. Int. Conf. Machine Learning , pp. 47-65
    • Morik, K.1    Scholz, M.2
  • 17
    • 78649873950 scopus 로고    scopus 로고
    • Composing inductive applications using ontologies for machine learning
    • A. Suyama, N. Negishi, and T.Yamagchi, "Composing inductive applications using ontologies for machine learning," in Proc. 1st Int. Conf. Discovery Sci., 1998, pp. 429-431.
    • (1998) Proc. 1st Int. Conf. Discovery Sci. , pp. 429-431
    • Suyama, A.1    Negishi, N.2    Yamagchi, T.3
  • 20
    • 33748443951 scopus 로고    scopus 로고
    • Distributed data mining services leveraging WSRF
    • DOI 10.1016/j.future.2006.04.005, PII S0167739X06000823
    • A. Congiusta, D. Talia, and P. Trunfio, "Distributed data mining services leveraging WSRF," Future Gen. Comput. Syst., vol. 23, no. 1, pp. 34-41, 2007. (Pubitemid 44353837)
    • (2007) Future Generation Computer Systems , vol.23 , Issue.1 , pp. 34-41
    • Congiusta, A.1    Talia, D.2    Trunfio, P.3
  • 21
    • 4644246800 scopus 로고    scopus 로고
    • Ontology-based universal knowledge grid: Enabling knowledge discovery and integration on the grid
    • Proceedings - 2004 IEEE International Conference on Services Computing, SCC 2004
    • Y. Li and Z. Lu, "Ontology-based universal knowledge grid: Enabling knowledge discovery and integration on the grid," in Proc. 2004 IEEE Int. Conf. Services Comput. (SCC'04), 2004, pp. 557-560. (Pubitemid 40201803)
    • (2004) Proceedings - 2004 IEEE International Conference on Services Computing, SCC 2004 , pp. 557-560
    • Li, Y.1    Lu, Z.2
  • 22
    • 33947228103 scopus 로고    scopus 로고
    • OWL-S: Semantic markup for web services
    • [Online]. Available
    • "OWL-S: Semantic Markup for Web Services", W3C Member Submission, 2004. [Online]. Available: http://www.w3.org/Submission/2004/SUBM- OWL-S-20041122/
    • (2004) W3C Member Submission
  • 25
    • 79953774018 scopus 로고    scopus 로고
    • Personal Communication
    • P. Panov and S. Džeroski, Personal Communication, 2009.
    • (2009)
    • Panov, P.1    Džeroski, S.2
  • 29
    • 36348933309 scopus 로고    scopus 로고
    • Wings for Pegasus: Creating large-scale scientific applications using semantic representations of computational workflows
    • AAAI-07/IAAI-07 Proceedings: 22nd AAAI Conference on Artificial Intelligence and the 19th Innovative Applications of Artificial Intelligence Conference
    • Y. Gil, V. Ratnakar, E. Deelman, G. Mehta, and J. Kim, "Wings for Pegasus: Creating large-scale scientific applications using semantic representations of computational workflows," in Proc. 19th Annu. Conf. Innovative Appl. Artif. Intell., 2007, pp. 1767-1774. (Pubitemid 350149823)
    • (2007) Proceedings of the National Conference on Artificial Intelligence , vol.2 , pp. 1767-1774
    • Gil, Y.1    Ratnakar, V.2    Deelman, E.3    Mehta, G.4    Kim, J.5
  • 32
    • 84892310756 scopus 로고    scopus 로고
    • Adapting BPEL to scientific workflows
    • I. Taylor, E. Deelman, D. Gannon, and M. Shields, Eds. New York: Springer
    • A. Slominski, "Adapting BPEL to scientific workflows," in Workflows for e-Science, I. Taylor, E. Deelman, D. Gannon, and M. Shields, Eds. New York: Springer, 2007, pp. 208-226.
    • (2007) Workflows for E-Science , pp. 208-226
    • Slominski, A.1
  • 34
    • 9344254422 scopus 로고    scopus 로고
    • HTN planning for web service composition using SHOP2
    • E. Sirin, B. Parsia, D. Wu, J. Hendler, and D. Nau, "HTN planning for web service composition using SHOP2," J. Web Semantics, vol. 1, no. 4, pp. 377-396, 2004.
    • (2004) J. Web Semantics , vol.1 , Issue.4 , pp. 377-396
    • Sirin, E.1    Parsia, B.2    Wu, D.3    Hendler, J.4    Nau, D.5
  • 36
    • 36348990148 scopus 로고    scopus 로고
    • A planning approach for message-oriented semantic web service composition
    • AAAI-07/IAAI-07 Proceedings: 22nd AAAI Conference on Artificial Intelligence and the 19th Innovative Applications of Artificial Intelligence Conference
    • Z. Liu, A. Ranganathan, and A. Riabov, "A planning approach for message- oriented semantic web service composition," in Proc. Nat. Conf. AI, 2007, vol. 5, no. 2, pp. 1389-1394. (Pubitemid 350149761)
    • (2007) Proceedings of the National Conference on Artificial Intelligence , vol.2 , pp. 1389-1394
    • Liu, Z.1    Ranganathan, A.2    Riabov, A.3
  • 37
    • 2842560201 scopus 로고
    • STRIPS: A new approach to the application of theorem proving to problem solving
    • R. Fikes and N. Nilsson, "STRIPS: A new approach to the application of theorem proving to problem solving," Artif. Intell., vol. 2, pp. 189-208, 1971.
    • (1971) Artif. Intell. , vol.2 , pp. 189-208
    • Fikes, R.1    Nilsson, N.2
  • 38
    • 0016069798 scopus 로고
    • Planning in a hierarchy of abstraction spaces
    • E. D. Sacerdoti, "Planning in a hierarchy of abstraction spaces," Artif. Intell., vol. 5, no. 2, pp. 115-135, 1974.
    • (1974) Artif. Intell. , vol.5 , Issue.2 , pp. 115-135
    • Sacerdoti, E.D.1
  • 39
    • 84962635139 scopus 로고    scopus 로고
    • Towards efficient belief update for planning-based web service composition
    • J. Hoffmann, "Towards efficient belief update for planning-based web service composition," in Proc. ECAI 2008, 2008, pp. 558-562.
    • (2008) Proc. ECAI 2008 , pp. 558-562
    • Hoffmann, J.1
  • 40
    • 32144454875 scopus 로고    scopus 로고
    • Propositionalization-based relational subgroup discovery with RSD
    • DOI 10.1007/s10994-006-5834-0
    • Železný and N. Lavrač, "Propositionalization- based relational subgroup discovery with RSD," Machine Learning, vol. 62, no. 1-2, pp. 33-63, 2006. (Pubitemid 43204506)
    • (2006) Machine Learning , vol.62 , Issue.1-2 SPEC. ISSUE , pp. 33-63
    • Zelezny, F.1    Lavrac, N.2
  • 43
    • 34249817069 scopus 로고    scopus 로고
    • Pellet: A practical OWL-DL reasoner
    • DOI 10.1016/j.websem.2007.03.004, PII S1570826807000169, Software Engineering and the Semantic Web
    • E. Sirin, B. Parsia, B. C. Grau, A. Kalyanpur, and Y. Katz, "Pellet: A practical OWL-DL reasoner," J. Web Semantics, vol. 5, no. 2, pp. 51-53, 2007. (Pubitemid 46856283)
    • (2007) Web Semantics , vol.5 , Issue.2 , pp. 51-53
    • Sirin, E.1    Parsia, B.2    Grau, B.C.3    Kalyanpur, A.4    Katz, Y.5
  • 44
    • 0036377352 scopus 로고    scopus 로고
    • The FF planning system: Fast plan generation through heuristic search
    • J. Hoffmann and B. Nebel, "The FF planning system: Fast plan generation through heuristic search," J. Artif. Intell. Res., vol. 14, pp. 253-302, 2001.
    • (2001) J. Artif. Intell. Res. , vol.14 , pp. 253-302
    • Hoffmann, J.1    Nebel, B.2
  • 45
    • 0031074857 scopus 로고    scopus 로고
    • Fast planning through planning graph analysis
    • PII S0004370296000471
    • A. Blum and M. Furst, "Fast planning through planning graph analysis," Artif. Intell., vol. 90, pp. 281-300, 1997. (Pubitemid 127398372)
    • (1997) Artificial Intelligence , vol.90 , Issue.1-2 , pp. 281-300
    • Blum, A.L.1    Furst, M.L.2
  • 49
    • 38049150947 scopus 로고    scopus 로고
    • Exploiting term, predicate, and feature taxonomies in propositionalization and propositional rule learning
    • M. Žáková and F. Železný, "Exploiting term, predicate, and feature taxonomies in propositionalization and propositional rule learning," in Proc. 18th Eur. Conf. Machine Learning, ECML, 2007, pp. 798-805.
    • (2007) Proc. 18th Eur. Conf. Machine Learning, ECML , pp. 798-805
    • Žáková, M.1    Železný, F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.