{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,3]],"date-time":"2025-07-03T04:21:24Z","timestamp":1751516484065,"version":"3.41.0"},"publisher-location":"Cham","reference-count":24,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319781013"},{"type":"electronic","value":"9783319781020"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-78102-0_2","type":"book-chapter","created":{"date-parts":[[2018,3,20]],"date-time":"2018-03-20T05:18:03Z","timestamp":1521523083000},"page":"29-53","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Subjective Bayesian Networks and Human-in-the-Loop Situational Understanding"],"prefix":"10.1007","author":[{"given":"Dave","family":"Braines","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anna","family":"Thomas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lance","family":"Kaplan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Murat","family":"\u015eensoy","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jonathan Z.","family":"Bakdash","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Magdalena","family":"Ivanovska","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alun","family":"Preece","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Federico","family":"Cerutti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,3,21]]},"reference":[{"issue":"3","key":"2_CR1","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1007\/s11222-013-9375-7","volume":"24","author":"O Akbilgic","year":"2014","unstructured":"Akbilgic, O., Bozdogan, H., Balaban, M.E.: A novel hybrid RBF neural networks model as a forecaster. Stat. Comput. 24(3), 365\u2013375 (2014)","journal-title":"Stat. Comput."},{"key":"2_CR2","unstructured":"Braines, D., Thomas, A., Kaplan, L., Sensoy, M., Ivanovska, M., Preece, A.D., Cerutti, F.: Human-in-the-loop situational understanding via subjective Bayesian networks. In: The 5th International Workshop on Graph Structures for Knowledge Representation and Reasoning (GKR 2017) (2017)"},{"issue":"3","key":"2_CR3","doi-asserted-by":"crossref","first-page":"316","DOI":"10.1016\/j.neunet.2009.03.013","volume":"22","author":"NG Brannon","year":"2009","unstructured":"Brannon, N.G., Seiffertt, J.E., Draelos, T.J., Wunsch II, D.C.: Coordinated machine learning and decision support for situation awareness. Neural Netw. 22(3), 316\u2013325 (2009)","journal-title":"Neural Netw."},{"key":"2_CR4","unstructured":"Brooke, J., et al.: SUS-A quick and dirty usability scale. In: Usability Evaluation in Industry, vol. 189(194), pp. 4\u20137 (1996)"},{"issue":"1","key":"2_CR5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1007730.1007733","volume":"6","author":"NV Chawla","year":"2004","unstructured":"Chawla, N.V., Japkowicz, N., Kotcz, A.: Editorial: special issue on learning from imbalanced data sets. ACM SIGKDD Explor. Newsl. 6(1), 1\u20136 (2004)","journal-title":"ACM SIGKDD Explor. Newsl."},{"issue":"6","key":"2_CR6","doi-asserted-by":"crossref","first-page":"753","DOI":"10.1177\/1745691615598511","volume":"10","author":"MK Dhami","year":"2015","unstructured":"Dhami, M.K., Mandel, D.R., Mellers, B.A., Tetlock, P.E.: Improving intelligence analysis with decision science. Perspect. Psychol. Sci. 10(6), 753\u2013757 (2015)","journal-title":"Perspect. Psychol. Sci."},{"key":"2_CR7","unstructured":"Dostal, B.C.: Enhancing situational understanding through employment of unmanned aerial vehicle. Army Transformation Taking Shape: Interim Brigade Combat Team Newsletter 01-18 (2007)"},{"issue":"7447","key":"2_CR8","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1038\/nature12047","volume":"497","author":"D Helbing","year":"2013","unstructured":"Helbing, D.: Globally networked risks and how to respond. Nature 497(7447), 51\u201359 (2013)","journal-title":"Nature"},{"key":"2_CR9","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/978-3-319-28702-7_7","volume-title":"Graph Structures for Knowledge Representation and Reasoning","author":"M Ivanovska","year":"2015","unstructured":"Ivanovska, M., J\u00f8sang, A., Kaplan, L., Sambo, F.: Subjective networks: perspectives and challenges. In: Croitoru, M., Marquis, P., Rudolph, S., Stapleton, G. (eds.) GKR 2015. LNCS (LNAI), vol. 9501, pp. 107\u2013124. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-28702-7_7"},{"key":"2_CR10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-42337-1","volume-title":"Subjective Logic: A Formalism for Reasoning Under Uncertainty","author":"A J\u00f8sang","year":"2016","unstructured":"J\u00f8sang, A.: Subjective Logic: A Formalism for Reasoning Under Uncertainty. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-42337-1"},{"key":"2_CR11","volume-title":"Thinking, Fast and Slow","author":"D Kahneman","year":"2011","unstructured":"Kahneman, D.: Thinking, Fast and Slow. Macmillan, Basingstoke (2011)"},{"key":"2_CR12","unstructured":"Kaplan, L., Ivanovska, M.: Efficient subjective Bayesian network belief propagation for trees. In: International Conference on Information Fusion (FUSION), pp. 1300\u20131307 (2016)"},{"key":"2_CR13","unstructured":"Kaplan, L., Ivanovska, M.: Efficient subjective Bayesian network belief propagation for singly-connected graphs. Int. J. Approx. Reason. (2017, submitted)"},{"key":"2_CR14","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1016\/j.inffus.2015.01.005","volume":"26","author":"L Kaplan","year":"2015","unstructured":"Kaplan, L., \u015eensoy, M., Chakraborty, S., de Mel, G.: Partial observable update for subjective logic and its application for trust estimation. Inf. Fusion 26, 66\u201383 (2015)","journal-title":"Inf. Fusion"},{"key":"2_CR15","doi-asserted-by":"crossref","unstructured":"Karlsson, A., Johansson, R., Andler, S.F.: An empirical comparison of Bayesian and credal networks for dependable high-level information fusion. In: International Conference on Information Fusion (FUSION), pp. 1\u20138 (2008)","DOI":"10.1109\/ICIF.2010.5711907"},{"issue":"7553","key":"2_CR16","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun, Y., Bengio, Y., Hinton, G.: Deep learning. Nature 521(7553), 436\u2013444 (2015)","journal-title":"Nature"},{"issue":"1","key":"2_CR17","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1080\/08839514.2011.529265","volume":"25","author":"B Lerner","year":"2011","unstructured":"Lerner, B., Malka, R.: Investigation of the K2 algorithm in learning Bayesian network classifiers. Appl. Artif. Intell. 25(1), 74\u201396 (2011)","journal-title":"Appl. Artif. Intell."},{"issue":"1","key":"2_CR18","doi-asserted-by":"crossref","first-page":"6699","DOI":"10.1038\/s41598-017-06873-x","volume":"7","author":"X Lin","year":"2017","unstructured":"Lin, X., Moussawi, A., Korniss, G., Bakdash, J.Z., Szymanski, B.K.: Limits of risk predictability in a cascading alternating renewal process model. Sci. Rep. 7(1), 6699 (2017)","journal-title":"Sci. Rep."},{"issue":"3","key":"2_CR19","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1016\/0004-3702(86)90072-X","volume":"29","author":"J Pearl","year":"1986","unstructured":"Pearl, J.: Fusion, propagation, and structuring in belief networks. Artif. Intell. 29(3), 241\u2013288 (1986)","journal-title":"Artif. Intell."},{"key":"2_CR20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0888-613X(93)90005-X","volume":"9","author":"P Smets","year":"1993","unstructured":"Smets, P.: Belief functions: the disjunctive rule of combination and the generalized Bayesian theorem. Int. J. Approx. Reason. 9, 1\u201335 (1993)","journal-title":"Int. J. Approx. Reason."},{"key":"2_CR21","doi-asserted-by":"crossref","first-page":"10998","DOI":"10.1038\/srep10998","volume":"5","author":"BK Szymanski","year":"2015","unstructured":"Szymanski, B.K., Lin, X., Asztalos, A., Sreenivasan, S.: Failure dynamics of the global risk network. Sci. Rep. 5, 10998 (2015)","journal-title":"Sci. Rep."},{"issue":"C","key":"2_CR22","doi-asserted-by":"crossref","first-page":"475","DOI":"10.1016\/j.ijar.2016.09.002","volume":"80","author":"ST Timmer","year":"2017","unstructured":"Timmer, S.T., Meyer, J.J.C., Prakken, H., Renooij, S., Verheij, B.: A two-phase method for extracting explanatory arguments from Bayesian networks. Int. J. Approx. Reason. 80(C), 475\u2013494 (2017)","journal-title":"Int. J. Approx. Reason."},{"issue":"1","key":"2_CR23","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/S0004-3702(98)00089-7","volume":"106","author":"M Zaffalon","year":"1998","unstructured":"Zaffalon, M., Fagiuoli, E.: 2U: an exact interval propagation algorithm for polytrees with binary variables. Artif. Intell. 106(1), 77\u2013107 (1998)","journal-title":"Artif. Intell."},{"key":"2_CR24","doi-asserted-by":"crossref","unstructured":"Zhou, Z.H., Sun, Y.Y., Li, Y.F.: Multi-instance learning by treating instances as Non-IID samples. In: Proceedings of the 26th Annual International Conference on Machine Learning, pp. 1249\u20131256. ACM (2009)","DOI":"10.1145\/1553374.1553534"}],"container-title":["Lecture Notes in Computer Science","Graph Structures for Knowledge Representation and Reasoning"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-78102-0_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T21:51:16Z","timestamp":1751493076000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-78102-0_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319781013","9783319781020"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-78102-0_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]}}}