{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,30]],"date-time":"2026-04-30T18:27:10Z","timestamp":1777573630083,"version":"3.51.4"},"reference-count":62,"publisher":"American Society of Civil Engineers (ASCE)","issue":"1","content-domain":{"domain":["ascelibrary.org"],"crossmark-restriction":true},"short-container-title":["J. Comput. Civ. Eng."],"published-print":{"date-parts":[[2019,1]]},"DOI":"10.1061\/(asce)cp.1943-5487.0000805","type":"journal-article","created":{"date-parts":[[2018,10,27]],"date-time":"2018-10-27T03:13:08Z","timestamp":1540609988000},"update-policy":"https:\/\/doi.org\/10.1061\/do.news.20190416.0001","source":"Crossref","is-referenced-by-count":5,"title":["Structural Deterioration Modeling Using Variational Inference"],"prefix":"10.1061","volume":"33","author":[{"given":"Markus R.","family":"Dann","sequence":"first","affiliation":[{"name":"Dept. of Civil Engineering, Univ. of Calgary, Calgary, AB, Canada T2N 1N4 (corresponding author)."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Monica","family":"Birkland","sequence":"additional","affiliation":[{"name":"Dept. of Civil Engineering, Univ. of Calgary, Calgary, AB, Canada T2N 1N4."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"30","reference":[{"key":"e_1_3_4_2_1","doi-asserted-by":"publisher","DOI":"10.1002\/9781118398050"},{"key":"e_1_3_4_3_1","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511804779","volume-title":"Bayesian reasoning and machine learning","author":"Barber D.","year":"2012"},{"key":"e_1_3_4_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2014.02.002"},{"key":"e_1_3_4_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2012.11.017"},{"key":"e_1_3_4_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2017.11.021"},{"key":"e_1_3_4_7_1","volume-title":"Pattern recognition and machine learning (information science and statistics)","author":"Bishop C. M.","year":"2011","edition":"2"},{"key":"e_1_3_4_8_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.2017.1285773"},{"key":"e_1_3_4_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2014.06.002"},{"key":"e_1_3_4_10_1","unstructured":"Cohen A. C. 1991. \u201cTruncated and censored samples: Theory and applications.\u201d Vol. 119 of STATISTICS: Textbooks and monographs. New York: Marcel Dekker Inc."},{"key":"e_1_3_4_11_1","doi-asserted-by":"publisher","DOI":"10.1201\/9781584887218"},{"key":"e_1_3_4_12_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2017.10.005"},{"key":"e_1_3_4_13_1","doi-asserted-by":"publisher","DOI":"10.5006\/0010-9312-31.5.177"},{"key":"e_1_3_4_14_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511761362"},{"key":"e_1_3_4_15_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-007-4056-3"},{"key":"e_1_3_4_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0951-8320(03)00027-9"},{"key":"e_1_3_4_17_1","doi-asserted-by":"publisher","DOI":"10.1198\/TECH.2010.09195"},{"key":"e_1_3_4_18_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9781139626514"},{"key":"e_1_3_4_19_1","doi-asserted-by":"crossref","DOI":"10.1201\/9781482296426","volume-title":"Markov chain Monte Carlo: Stochastic simulation for Bayesian inference","author":"Gamerman D.","year":"2006","edition":"2"},{"key":"e_1_3_4_20_1","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1990.10476213"},{"key":"e_1_3_4_21_1","volume-title":"Bayesian data analysis","author":"Gelman A.","year":"2004","edition":"2"},{"key":"e_1_3_4_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.1984.4767596"},{"key":"e_1_3_4_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2013.04.011"},{"key":"e_1_3_4_24_1","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/57.1.97"},{"key":"e_1_3_4_25_1","volume-title":"Engineering decision making and risk management","author":"Herrmann J. W.","year":"2015"},{"key":"e_1_3_4_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2016.09.001"},{"key":"e_1_3_4_27_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2006.12.014"},{"key":"e_1_3_4_28_1","doi-asserted-by":"publisher","DOI":"10.1214\/aoms\/1177729694"},{"key":"e_1_3_4_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2008.11.013"},{"key":"e_1_3_4_30_1","doi-asserted-by":"crossref","DOI":"10.1201\/b13613","volume-title":"The BUGS book: A practical introduction to Bayesian analysis","author":"Lunn D.","year":"2012"},{"key":"e_1_3_4_31_1","doi-asserted-by":"publisher","DOI":"10.1002\/sim.3680"},{"key":"e_1_3_4_32_1","volume-title":"Methods of structural safety","author":"Madsen H. O.","year":"2006"},{"key":"e_1_3_4_33_1","unstructured":"Maes M. A. M. R. Dann and K. W. Breitung. 2010. \u201cReliability-based integrity assessment of structural systems subject to heterogeneous deterioration and large-scale inspection uncertainty.\u201d In Proc. 10th Int. Conf. on Structural Safety and Reliability. Boca Raton FL: CRC Press."},{"key":"e_1_3_4_34_1","doi-asserted-by":"crossref","unstructured":"Maes M. A. M. H. Faber and M. R. Dann. 2009. \u201cHierarchical modelling of pipeline defect growth subject to ILI uncertainty.\u201d In Proc. 28th Int. Conf. on Ocean Offshore and Arctic Engineering. New York: ASME.","DOI":"10.1115\/OMAE2009-79470"},{"key":"e_1_3_4_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2017.11.019"},{"key":"e_1_3_4_36_1","volume-title":"Structural reliability analysis and prediction","author":"Melchers R. E.","year":"1999"},{"key":"e_1_3_4_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2007.02.002"},{"key":"e_1_3_4_38_1","doi-asserted-by":"publisher","DOI":"10.1111\/mice.12178"},{"key":"e_1_3_4_39_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2016.05.014"},{"key":"e_1_3_4_40_1","volume-title":"Machine learning: A probabilistic perspective","author":"Murphy K. P.","year":"2012"},{"key":"e_1_3_4_41_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.corsci.2007.06.006"},{"key":"e_1_3_4_42_1","doi-asserted-by":"publisher","DOI":"10.1002\/9780470434567"},{"key":"e_1_3_4_43_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2013.02.002"},{"key":"e_1_3_4_44_1","doi-asserted-by":"publisher","DOI":"10.1080\/15732470601012154"},{"key":"e_1_3_4_45_1","doi-asserted-by":"publisher","DOI":"10.1002\/9780470746684"},{"key":"e_1_3_4_46_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2015.08.007"},{"key":"e_1_3_4_47_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511779237"},{"key":"e_1_3_4_48_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2006.12.013"},{"key":"e_1_3_4_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2013.08.006"},{"key":"e_1_3_4_50_1","doi-asserted-by":"publisher","DOI":"10.1115\/1.1782642"},{"key":"e_1_3_4_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2005.04.001"},{"key":"e_1_3_4_52_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)IS.1943-555X.0000125"},{"key":"e_1_3_4_53_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.strusafe.2006.10.004"},{"key":"e_1_3_4_54_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2004.06.006"},{"key":"e_1_3_4_55_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2007.03.019"},{"key":"e_1_3_4_56_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2006.11.003"},{"key":"e_1_3_4_57_1","doi-asserted-by":"publisher","DOI":"10.1214\/11-BA631"},{"key":"e_1_3_4_58_1","first-page":"661","article-title":"Variational message passing","volume":"6","author":"Winn J.","year":"2005","journal-title":"J. Mach. Learn. Res."},{"key":"e_1_3_4_59_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)1076-0342(2010)16:1(73)"},{"key":"e_1_3_4_60_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2014.04.001"},{"key":"e_1_3_4_61_1","doi-asserted-by":"publisher","DOI":"10.1115\/1.4026798"},{"key":"e_1_3_4_62_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.corsci.2013.04.020"},{"key":"e_1_3_4_63_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2013.03.001"}],"container-title":["Journal of Computing in Civil Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/ascelibrary.org\/doi\/pdf\/10.1061\/%28ASCE%29CP.1943-5487.0000805","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,4]],"date-time":"2022-09-04T19:46:51Z","timestamp":1662320811000},"score":1,"resource":{"primary":{"URL":"https:\/\/ascelibrary.org\/doi\/10.1061\/%28ASCE%29CP.1943-5487.0000805"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1]]},"references-count":62,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2019,1]]}},"alternative-id":["10.1061\/(ASCE)CP.1943-5487.0000805"],"URL":"https:\/\/doi.org\/10.1061\/(asce)cp.1943-5487.0000805","relation":{},"ISSN":["0887-3801","1943-5487"],"issn-type":[{"value":"0887-3801","type":"print"},{"value":"1943-5487","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1]]},"assertion":[{"value":"2017-12-22","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2018-08-02","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2018-10-26","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"04018057"}}