{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T07:39:10Z","timestamp":1725521950144},"publisher-location":"Berlin, Heidelberg","reference-count":35,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540880745"},{"type":"electronic","value":"9783540880752"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-88075-2_2","type":"book-chapter","created":{"date-parts":[[2008,12,10]],"date-time":"2008-12-10T15:26:17Z","timestamp":1228922777000},"page":"7-40","source":"Crossref","is-referenced-by-count":1,"title":["Uncertainty Representation and Reasoning in Complex Systems"],"prefix":"10.1007","author":[{"given":"Kathryn Blackmond","family":"Laskey","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paulo Cesar G.","family":"Costa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"2_CR1","volume-title":"Proceedings of the Second Annual Conference on Uncertainty in Artificial Intelligence","author":"L.B. Booker","year":"1986","unstructured":"Booker, L.B., Hota, N.: Probabilistic reasoning about ship images. In: Proceedings of the Second Annual Conference on Uncertainty in Artificial Intelligence. Elsevier, New York (1986)"},{"key":"2_CR2","unstructured":"Buntine, W.L.: Learning with Graphical Models. Technical Report No. FIA-94-03. NASA Ames Research Center, Artificial Intelligence Research Branch (1994)"},{"issue":"1","key":"2_CR3","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1145\/959242.959247","volume":"5","author":"L. Raedt De","year":"2003","unstructured":"De Raedt, L., Kersting, K.: Probabilistic Logic Learning. ACM-SIGKDD Explorations: Special Issue on Multi-Relational Data Mining\u00a05(1), 31\u201348 (2003)","journal-title":"ACM-SIGKDD Explorations: Special Issue on Multi-Relational Data Mining"},{"key":"2_CR4","first-page":"184","volume-title":"The Description Logics Handbook: Theory, Implementation and Applications, ch. 5","author":"D. Calvanese","year":"2003","unstructured":"Calvanese, D., De Giacomo, G.: Expressive Description Logics. In: Baader, F., Calvanese, D., McGuiness, D., Nardi, D., Patel-Schneider, P. (eds.) The Description Logics Handbook: Theory, Implementation and Applications, ch. 5, 1st edn., pp. 184\u2013225. Cambridge University Press, Cambridge (2003)","edition":"1"},{"key":"2_CR5","first-page":"50","volume":"12","author":"E. Charniak","year":"1991","unstructured":"Charniak, E.: Bayesian Networks without Tears. AI Magazine\u00a012, 50\u201363 (1991)","journal-title":"AI Magazine"},{"key":"2_CR6","unstructured":"Costa, P.C.G., Laskey, K.B.: PR-OWL: A Framework for Probabilistic Ontologies. In: Proceedings of the International Conference on Formal Ontology in Information Systems (FOIS 2006), Baltimore, MD, USA, November 9-11 (2006)"},{"key":"2_CR7","first-page":"312","volume-title":"Department of Systems Engineering and Operations Research","author":"P.C.G. Costa","year":"2005","unstructured":"Costa, P.C.G.: Bayesian Semantics for the Semantic Web. Doctoral dissertation. In: Department of Systems Engineering and Operations Research, p. 312. George Mason University, Fairfax (2005)"},{"key":"2_CR8","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1109\/TKDE.2000.868901","volume":"12","author":"M.J. Druzdzel","year":"2000","unstructured":"Druzdzel, M.J., van der Gaag, L.C.: Building Probabilistic Networks: Where do the Numbers Come From - A Guide to the Literature, Guest Editors\u2019 Introduction. IEEE Transactions in Knowledge and Data Engineering\u00a012, 481\u2013486 (2000)","journal-title":"IEEE Transactions in Knowledge and Data Engineering"},{"key":"2_CR9","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/7432.001.0001","volume-title":"Introduction to Statistical Relational Learning","author":"L. Getoor","year":"2007","unstructured":"Getoor, L., Taskar, B.: Introduction to Statistical Relational Learning. MIT Press, Cambridge (2007)"},{"key":"2_CR10","doi-asserted-by":"publisher","first-page":"169","DOI":"10.2307\/2348941","volume":"43","author":"W. Gilks","year":"1994","unstructured":"Gilks, W., Thomas, A., Spiegelhalter, D.J.: A language and program for complex Bayesian modeling. The Statistician\u00a043, 169\u2013178 (1994)","journal-title":"The Statistician"},{"key":"2_CR11","volume-title":"Proceedings of the Fifth Workshop on Uncertainty in Artificial Intelligence (UAI 1989)","author":"O. Hansson","year":"1989","unstructured":"Hansson, O., Mayer, A.: Heuristic Search as Evidential Reasoning. In: Henrion, M. (ed.) Proceedings of the Fifth Workshop on Uncertainty in Artificial Intelligence (UAI 1989). Elsevier, New York (1989)"},{"key":"2_CR12","volume-title":"Probabilistic Models for Relational Data. MSR-TR-2004-30","author":"D. Heckerman","year":"2004","unstructured":"Heckerman, D., Meek, C., Koller, D.: Probabilistic Models for Relational Data. MSR-TR-2004-30. Microsoft Corporation, Redmond (2004)"},{"issue":"3","key":"2_CR13","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1145\/203330.203334","volume":"38","author":"D. Heckerman","year":"1995","unstructured":"Heckerman, D., Mamdami, A., Wellman, M.P.: Real-World Applications of Bayesian Networks. Communications of the ACM\u00a038(3), 24\u201330 (1995)","journal-title":"Communications of the ACM"},{"key":"2_CR14","unstructured":"Jaeger, M.: Relational Bayesian Networks. In: The 13th Annual Conference on Uncertainty in Artificial Intelligence (UAI 1997), Providence, RI, USA, August 1-3 (1997)"},{"key":"#cr-split#-2_CR15.1","doi-asserted-by":"crossref","unstructured":"Jaeger, M.: Probabilistic role models and the guarded fragment. In: Proceedings IPMU 2004, pp. 235???242 (2006);","DOI":"10.1142\/S0218488506003820"},{"key":"#cr-split#-2_CR15.2","doi-asserted-by":"crossref","unstructured":"Extended version in Int. J. Uncertain. Fuzz. 14(1), 43???60 (2006)","DOI":"10.1142\/S0218488506003820"},{"key":"2_CR16","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-68282-2","volume-title":"Bayesian Networks and Decision Graphs","author":"F.V. Jensen","year":"2007","unstructured":"Jensen, F.V., Nielsen, T.: Bayesian Networks and Decision Graphs, 2nd edn. Springer, Heidelberg (2007)","edition":"2"},{"key":"2_CR17","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1007\/3-540-44797-0_9","volume-title":"Inductive Logic Programming","author":"K. Kersting","year":"2001","unstructured":"Kersting, K., De Raedt, L.: Adaptive Bayesian Logic Programs. In: Rouveirol, C., Sebag, M. (eds.) ILP 2001. LNCS (LNAI), vol.\u00a02157, p. 104. Springer, Heidelberg (2001)"},{"key":"2_CR18","unstructured":"Koller, D., Levy, A.Y., Pfeffer, A.: P-CLASSIC: A Tractable Probabilistic Description Logic. In: The Fourteenth National Conference on Artificial Intelligence (AAAI 1997), Providence, RI, USA, July 27-31 (1997)"},{"key":"2_CR19","unstructured":"Koller, D., Pfeffer, A.: Object-Oriented Bayesian Networks. In: The Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI 1997), San Francisco, CA, USA (1997)"},{"key":"2_CR20","volume-title":"Foundations of the Theory of Probability","author":"A.N. Kolmogorov","year":"1960","unstructured":"Kolmogorov, A.N.: Foundations of the Theory of Probability, 2nd edn. Chelsea Publishing Co., New York (1960) (Originally published in 1933)","edition":"2"},{"key":"2_CR21","doi-asserted-by":"crossref","DOI":"10.1201\/9780203491294","volume-title":"Bayesian Artificial Intelligence","author":"K.B. Korb","year":"2003","unstructured":"Korb, K.B., Nicholson, A.E.: Bayesian Artificial Intelligence. Chapman and Hall, Boca Raton (2003)"},{"key":"2_CR22","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1162\/jmlr.2003.4.3.339","volume":"4","author":"H. Langseth","year":"2003","unstructured":"Langseth, H., Nielsen, T.: Fusion of Domain Knowledge with Data for Structured Learning in Object-Oriented Domains. Journal of Machine Learning Research\u00a04, 339\u2013368 (2003)","journal-title":"Journal of Machine Learning Research"},{"key":"2_CR23","doi-asserted-by":"crossref","unstructured":"Laskey, K.B.: MEBN: A Language for First-Order Bayesian Knowledge Bases. Artificial Intelligence\u00a0172(2-3) (2007), http:\/\/ite.gmu.edu\/~klaskey\/papers\/Laskey_MEBN_Logic.pdf","DOI":"10.1016\/j.artint.2007.09.006"},{"key":"2_CR24","volume-title":"Uncertainty in Artificial Intelligence: Proceedings of the Twenty-first Conference","author":"K.B. Laskey","year":"2005","unstructured":"Laskey, K.B., Costa, P.C.G.: Of Klingons and Starships: Bayesian Logic for the 23rd Century. In: Uncertainty in Artificial Intelligence: Proceedings of the Twenty-first Conference. AUAI Press, Edinburgh (2005)"},{"key":"2_CR25","unstructured":"Laskey, K.B., Mahoney, S.M.: Network Fragments: Representing Knowledge for Constructing Probabilistic Models. In: Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence (UAI 1997), Providence, RI, USA (August 1997)"},{"issue":"4","key":"2_CR26","doi-asserted-by":"publisher","first-page":"487","DOI":"10.1109\/69.868902","volume":"12","author":"S.M. Mahoney","year":"2000","unstructured":"Mahoney, S.M., Laskey, K.B.: Network Engineering for Agile Belief Network Models. IEEE Transactions in Knowledge and Data Engineering\u00a012(4), 487\u2013498 (2000)","journal-title":"IEEE Transactions in Knowledge and Data Engineering"},{"key":"2_CR27","volume-title":"Dynamic Bayesian Networks: Representation, Inference and Learning","author":"K. Murphy","year":"1998","unstructured":"Murphy, K.: Dynamic Bayesian Networks: Representation, Inference and Learning. Computer Science Division, University of California, Berkeley (1998)"},{"key":"2_CR28","volume-title":"Learning Bayesian Networks","author":"R.E. Neapolitan","year":"2003","unstructured":"Neapolitan, R.E.: Learning Bayesian Networks. Prentice-Hall, New York (2003)"},{"key":"2_CR29","volume-title":"Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference","author":"J. Pearl","year":"1988","unstructured":"Pearl, J.: Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann, San Mateo (1988)"},{"key":"2_CR30","volume-title":"Probabilistic Reasoning for Complex Systems","author":"A. Pfeffer","year":"2000","unstructured":"Pfeffer, A.: Probabilistic Reasoning for Complex Systems. Stanford University, Stanford (2000)"},{"key":"2_CR31","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1093\/oso\/9780198523567.003.0021","volume":"5","author":"D.J. Spiegelhalter","year":"1996","unstructured":"Spiegelhalter, D.J., Thomas, A., Best, N.: Computation on Graphical Models. Bayesian Statistics\u00a05, 407\u2013425 (1996)","journal-title":"Bayesian Statistics"},{"key":"2_CR32","volume-title":"Proceedings of the Fifth Conference on Uncertainty in Artificial Intelligence (UAI 1989)","author":"D.J. Spiegelhalter","year":"1989","unstructured":"Spiegelhalter, D.J., Franklin, R., Bull, K.: Assessment, criticism, and improvement of imprecise probabilities for a medical expert system. In: Henrion, M. (ed.) Proceedings of the Fifth Conference on Uncertainty in Artificial Intelligence (UAI 1989). Elsevier, New York (1989)"},{"key":"2_CR33","volume-title":"Bayesian multiple target tracking","author":"L.D. Stone","year":"1999","unstructured":"Stone, L.D., Barlow, C.A., Corwin, T.L.: Bayesian multiple target tracking. Artech House, Boston (1999)"},{"key":"2_CR34","volume-title":"Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI 2001)","author":"M. Takikawa","year":"2001","unstructured":"Takikawa, M., d\u2019Ambrosio, B., Wright, E.: Real-time inference with large-scale temporal Bayes nets. In: Breese, J., Koller, D. (eds.) Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI 2001). Morgan Kaufmann, San Mateo (2001)"}],"container-title":["Studies in Computational Intelligence","Complex Systems in Knowledge-based Environments: Theory, Models and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-88075-2_2.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,6]],"date-time":"2024-03-06T22:29:29Z","timestamp":1709764169000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-88075-2_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540880745","9783540880752"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-88075-2_2","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[]}}