{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,17]],"date-time":"2026-02-17T14:29:26Z","timestamp":1771338566224,"version":"3.50.1"},"reference-count":85,"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":[[2021,1]]},"DOI":"10.1061\/(asce)cp.1943-5487.0000932","type":"journal-article","created":{"date-parts":[[2020,9,18]],"date-time":"2020-09-18T11:44:12Z","timestamp":1600429452000},"update-policy":"https:\/\/doi.org\/10.1061\/do.news.20190416.0001","source":"Crossref","is-referenced-by-count":19,"title":["Model-Class Selection Using Clustering and Classification for Structural Identification and Prediction"],"prefix":"10.1061","volume":"35","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5778-2539","authenticated-orcid":true,"given":"Sai G. S.","family":"Pai","sequence":"first","affiliation":[{"name":"Project Coordinator, Cyber Civil Infrastructure Research Group, Future Cities Laboratory, ETH Zurich, Singapore-ETH Centre, 1 Create Way, CREATE Tower, Singapore 138602 (corresponding author). ORCID: ."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Masoud","family":"Sanayei","sequence":"additional","affiliation":[{"name":"Professor, Dept. of Civil and Environmental Engineering, Tufts Univ., Medford, MA 02155."}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ian F. C.","family":"Smith","sequence":"additional","affiliation":[{"name":"Professor and Head of Laboratory, Applied Computing and Mechanics Laboratory, School of Architecture, Civil and Environmental Engineering, Swiss Federal Institute of Technology, Station 18, Lausanne 1015, Switzerland; Principal Inverstigator, Cyber Civil Infrastructure Research Group, Future Cities Laboratory, ETH Zurich, Singapore-ETH Centre, 1 Create Way, CREATE Tower, Singapore 138602."}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"30","reference":[{"key":"e_1_3_3_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/TAC.1974.1100705"},{"key":"e_1_3_3_5_1","doi-asserted-by":"publisher","DOI":"10.18063\/JSC.2016.02.001"},{"key":"e_1_3_3_6_1","doi-asserted-by":"crossref","unstructured":"Balakrishnan S. R. Narayanaswamy N. Savarimuthu and R. Samikannu. 2008. \u201cSVM ranking with backward search for feature selection in type ii diabetes databases.\u201d In Proc. 2008 IEEE Int. Conf. on Systems Man and Cybernetics 2628\u20132633. New York: IEEE.","DOI":"10.1109\/ICSMC.2008.4811692"},{"key":"e_1_3_3_7_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)0733-9399(1998)124:4(455)"},{"key":"e_1_3_3_8_1","volume-title":"Feature selection for pattern recognition","author":"Bennani Y.","year":"2002"},{"key":"e_1_3_3_9_1","doi-asserted-by":"publisher","DOI":"10.3390\/s17122904"},{"key":"e_1_3_3_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.865189"},{"issue":"4","key":"e_1_3_3_11_1","first-page":"235","article-title":"Extending the service life of Swiss bridges of cultural value","volume":"165","author":"Br\u00fchwiler E.","year":"2012","journal-title":"Proc. Inst. Civ. Eng. Eng. Hist. Heritage"},{"key":"e_1_3_3_12_1","doi-asserted-by":"crossref","unstructured":"Caruana R. and D. Freitag. 1994. \u201cGreedy attribute selection.\u201d In Proc. Machine Learning 1994 28\u201336. Amsterdam Netherlands: Elsevier.","DOI":"10.1016\/B978-1-55860-335-6.50012-X"},{"key":"e_1_3_3_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11634-018-0322-5"},{"key":"e_1_3_3_14_1","doi-asserted-by":"publisher","DOI":"10.1088\/0964-1726\/9\/1\/306"},{"key":"e_1_3_3_15_1","first-page":"53","volume-title":"Causation and prediction challenge","author":"Chang Y.-W.","year":"2008"},{"key":"e_1_3_3_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2017.02.051"},{"key":"e_1_3_3_17_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511801389"},{"key":"e_1_3_3_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.1979.4766909"},{"key":"e_1_3_3_19_1","volume-title":"Applied regression analysis","author":"Draper N. R.","year":"2014"},{"key":"e_1_3_3_20_1","doi-asserted-by":"publisher","DOI":"10.3389\/fbuil.2019.00063"},{"key":"e_1_3_3_21_1","doi-asserted-by":"publisher","DOI":"10.1080\/01969727408546059"},{"key":"e_1_3_3_22_1","doi-asserted-by":"publisher","DOI":"10.1111\/rssb.12001"},{"key":"e_1_3_3_23_1","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/58.1.91"},{"key":"e_1_3_3_24_1","doi-asserted-by":"publisher","DOI":"10.1198\/016214502760047131"},{"key":"e_1_3_3_25_1","doi-asserted-by":"publisher","DOI":"10.1080\/15732479.2014.999794"},{"key":"e_1_3_3_26_1","volume-title":"The elements of statistical learning","author":"Friedman J.","year":"2001"},{"key":"e_1_3_3_27_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1176347963"},{"key":"e_1_3_3_28_1","unstructured":"Goulet J.-A. 2012. \u201cProbabilistic model falsification for infrastructure diagnosis.\u201d Ph.D. thesis School of Architecture Civil and Environmental Engineering Swiss Federal Institute of Technology."},{"key":"e_1_3_3_29_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)ST.1943-541X.0000232"},{"key":"e_1_3_3_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compstruc.2013.07.009"},{"key":"e_1_3_3_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-35488-8_1"},{"key":"e_1_3_3_32_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1012487302797"},{"key":"e_1_3_3_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/601858.601862"},{"key":"e_1_3_3_34_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2009.09.011"},{"key":"e_1_3_3_35_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.824819"},{"key":"e_1_3_3_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/331499.331504"},{"key":"e_1_3_3_37_1","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRev.106.620"},{"key":"e_1_3_3_38_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF02289588"},{"key":"e_1_3_3_39_1","doi-asserted-by":"publisher","DOI":"10.1002\/9780470316801"},{"key":"e_1_3_3_40_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4615-5725-8"},{"key":"e_1_3_3_41_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.arcontrol.2009.12.001"},{"key":"e_1_3_3_42_1","doi-asserted-by":"publisher","DOI":"10.1177\/0583102406061499"},{"key":"e_1_3_3_43_1","doi-asserted-by":"publisher","DOI":"10.2307\/1267380"},{"key":"e_1_3_3_44_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.engstruct.2015.12.040"},{"key":"e_1_3_3_45_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2015.07.003"},{"key":"e_1_3_3_46_1","doi-asserted-by":"publisher","DOI":"10.1177\/1077546307079400"},{"key":"e_1_3_3_47_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2011.02.021"},{"key":"e_1_3_3_48_1","unstructured":"Omega. 2020. \u201cStrain gage technical data.\u201d Accessed December 3 2020. https:\/\/www.omega.com\/en-us\/resources\/strain-gauge-technical-data."},{"key":"e_1_3_3_49_1","doi-asserted-by":"publisher","DOI":"10.3389\/fbuil.2017.00073"},{"key":"e_1_3_3_50_1","doi-asserted-by":"publisher","DOI":"10.3390\/jsan8020036"},{"key":"e_1_3_3_51_1","doi-asserted-by":"crossref","unstructured":"Pai S. G. S. and I. F. C. Smith. 2017. \u201cComparing three methodologies for system identification and prediction.\u201d In Proc. 14th Int. Probabilistic Workshop edited by R. Caspeele L. Taerwe and D. Proske 81\u201395. New York: Springer.","DOI":"10.1007\/978-3-319-47886-9_6"},{"key":"e_1_3_3_52_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)CP.1943-5487.0000497"},{"key":"e_1_3_3_53_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2016.02.004"},{"key":"e_1_3_3_54_1","unstructured":"Papaioannou I. and D. Straub. 2015. \u201cComputing the reliability of shallow foundations with spatially distributed measurements.\u201d In Proc. 5th Int. Symp. on Geotechnical Safety and Risk. Amsterdam Netherlands: IOS Press BV."},{"key":"e_1_3_3_55_1","unstructured":"Pasquier R. 2015. \u201cPerformance assessment and prognosis for civil infrastructure based on model falsification reasoning.\u201d Ph.D. thesis School of Architecture Civil and Environmental Engineering Swiss Federal Institute of Technology."},{"key":"e_1_3_3_56_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)BE.1943-5592.0000861"},{"key":"e_1_3_3_57_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)BE.1943-5592.0000619"},{"key":"e_1_3_3_58_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2015.07.007"},{"key":"e_1_3_3_59_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.engstruct.2015.09.039"},{"key":"e_1_3_3_60_1","volume-title":"The logic of scientific discovery","author":"Popper K.","year":"1959"},{"key":"e_1_3_3_61_1","doi-asserted-by":"publisher","DOI":"10.3390\/s18061702"},{"key":"e_1_3_3_62_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2015.2461515"},{"key":"e_1_3_3_63_1","doi-asserted-by":"publisher","DOI":"10.3389\/fbuil.2017.00043"},{"key":"e_1_3_3_64_1","doi-asserted-by":"publisher","DOI":"10.1080\/15732479.2019.1569071"},{"key":"e_1_3_3_65_1","doi-asserted-by":"crossref","unstructured":"Reuland Y. S. G. Pai S. Drira and I. F. Smith. 2017b. \u201cVibration-based occupant detection using a multiple-model approach.\u201d In Proc. IMAC 35th Structural Dynamics Challenges in Next Generation Aerospace Systems. Bethel CT: Society for Experimental Mechanics.","DOI":"10.1007\/978-3-319-54777-0_6"},{"key":"e_1_3_3_66_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)BE.1943-5592.0000860"},{"key":"e_1_3_3_67_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)CP.1943-5487.0000003"},{"key":"e_1_3_3_68_1","doi-asserted-by":"crossref","unstructured":"Saitta S. B. Raphael and I. F. C. Smith. 2007. \u201cA bounded index for cluster validity.\u201d In Proc. Int. Workshop on Machine Learning and Data Mining in Pattern Recognition 174\u2013187. New York: Springer.","DOI":"10.1007\/978-3-540-73499-4_14"},{"key":"e_1_3_3_69_1","doi-asserted-by":"publisher","DOI":"10.3233\/IDA-2008-12602"},{"key":"e_1_3_3_70_1","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)BE.1943-5592.0000228"},{"key":"e_1_3_3_71_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1176344136"},{"key":"e_1_3_3_72_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24211-8_3"},{"key":"e_1_3_3_73_1","unstructured":"Scrucca L. and A. E. Raftery. 2014. \u201cclustvarsel: A package implementing variable selection for model-based clustering in R.\u201d Preprint submitted November 3 2014. https:\/\/arxiv.org\/abs\/1411.0606."},{"issue":"318","key":"e_1_3_3_74_1","first-page":"626","article-title":"Rectangular confidence regions for the means of multivariate normal distributions","volume":"62","author":"\u0160id\u00e1k Z.","year":"1967","journal-title":"J. Am. Stat. Assoc."},{"key":"e_1_3_3_75_1","doi-asserted-by":"publisher","DOI":"10.3389\/fbuil.2016.00008"},{"key":"e_1_3_3_76_1","unstructured":"Snoek J. H. Larochelle and R. P. Adams. 2012. \u201cPractical Bayesian optimization of machine learning algorithms.\u201d In Proc. Advances in Neural Information Processing Systems edited by F. Pereira C. J. C. Burges L. Bottou and K. Q. Weinberger 2951\u20132959. New York: Curran Associates."},{"key":"e_1_3_3_77_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.engstruct.2018.06.083"},{"key":"e_1_3_3_78_1","doi-asserted-by":"publisher","DOI":"10.1177\/1475921716642171"},{"issue":"1","key":"e_1_3_3_79_1","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","article-title":"Regression shrinkage and selection via the lasso","volume":"58","author":"Tibshirani R.","year":"1996","journal-title":"J. R. Stat. Soc. Ser. B (Methodol.)"},{"key":"e_1_3_3_80_1","doi-asserted-by":"publisher","DOI":"10.1111\/1467-9868.00293"},{"key":"e_1_3_3_81_1","unstructured":"Tikhonov A. N. 1963. \u201cOn the solution of ill-posed problems and the method of regularization.\u201d In Vol. 151 of Proc. Doklady Akademii Nauk 501\u2013504. Moscow: Russian Academy of Sciences."},{"key":"e_1_3_3_82_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2014.05.001"},{"key":"e_1_3_3_83_1","doi-asserted-by":"publisher","DOI":"10.1002\/we.1522"},{"key":"e_1_3_3_84_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jweia.2015.06.016"},{"key":"e_1_3_3_85_1","unstructured":"Weston J. S. Mukherjee O. Chapelle M. Pontil T. Poggio and V. Vapnik. 2001. \u201cFeature selection for SVMS.\u201d In Proc. Advances in Neural Information Processing Systems T. K. Leen T. G. Dietterich and V. Tresp 668\u2013674. Cambridge MA: MIT Press."},{"key":"e_1_3_3_86_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymssp.2017.04.022"},{"key":"e_1_3_3_87_1","unstructured":"World Economic Forum. 2014. \u201cStrategic infrastructure steps to operate and maintain infrastructure efficiently and effectively.\u201d Accessed May 15 2019. http:\/\/reports.weforum.org\/strategic-infrastructure-2014\/."},{"key":"e_1_3_3_88_1","doi-asserted-by":"publisher","DOI":"10.1002\/eqe.2486"}],"container-title":["Journal of Computing in Civil Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/ascelibrary.org\/doi\/pdf\/10.1061\/%28ASCE%29CP.1943-5487.0000932","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,14]],"date-time":"2024-08-14T03:40:20Z","timestamp":1723606820000},"score":1,"resource":{"primary":{"URL":"https:\/\/ascelibrary.org\/doi\/10.1061\/%28ASCE%29CP.1943-5487.0000932"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":85,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1061\/(ASCE)CP.1943-5487.0000932"],"URL":"https:\/\/doi.org\/10.1061\/(asce)cp.1943-5487.0000932","relation":{},"ISSN":["0887-3801","1943-5487"],"issn-type":[{"value":"0887-3801","type":"print"},{"value":"1943-5487","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2020-01-09","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2020-06-19","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2020-09-18","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"04020051"}}