{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,8,11]],"date-time":"2024-08-11T02:47:58Z","timestamp":1723344478484},"reference-count":62,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2012,7,26]],"date-time":"2012-07-26T00:00:00Z","timestamp":1343260800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2013,10]]},"DOI":"10.1007\/s00521-012-1083-2","type":"journal-article","created":{"date-parts":[[2012,7,25]],"date-time":"2012-07-25T01:01:14Z","timestamp":1343178074000},"page":"1369-1379","source":"Crossref","is-referenced-by-count":9,"title":["Backcalculation of pavement layer thickness using data mining"],"prefix":"10.1007","volume":"23","author":[{"given":"Serdal","family":"Terzi","sequence":"first","affiliation":[]},{"given":"Mehmet","family":"Saltan","sequence":"additional","affiliation":[]},{"given":"Ecir U\u011fur","family":"K\u00fc\u00e7\u00fcksille","sequence":"additional","affiliation":[]},{"given":"Mustafa","family":"Kara\u015fahin","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,7,26]]},"reference":[{"key":"1083_CR1","unstructured":"Alkasawneh W (2007) Backcalculation of pavement moduli using genetic algorithms. PhD thesis, The Graduate Faculty of the University of Akron, USA"},{"key":"1083_CR2","doi-asserted-by":"crossref","unstructured":"Arraigada S, Partl MN, Angelone SM, Martinez F (2008) Evaluation of accelerometers to determine pavement deflections under traffic loads. Mater Struct (article in press). doi: 10.1617\/s11527-008-9423-5","DOI":"10.1617\/s11527-008-9423-5"},{"key":"1083_CR3","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1080\/02630259808970233","volume":"15","author":"NO Attoh-okine","year":"1998","unstructured":"Attoh-okine NO, Roddis WMK (1998) Uncertainties of asphalt layer thickness determination in flexible pavements-influence diagram approach. Civil Eng Environ Syst 15:107\u2013124","journal-title":"Civil Eng Environ Syst"},{"issue":"5","key":"1083_CR4","doi-asserted-by":"crossref","first-page":"9000","DOI":"10.1016\/j.eswa.2008.12.029","volume":"36","author":"Y Bingru","year":"2009","unstructured":"Bingru Y, Wei H, Zhun Z, Huabin Q (2009) KAAPRO: an approach of protein secondary structure prediction based on KDD* in the compound pyramid prediction model. Expert Syst Appl 36(5):9000\u20139006","journal-title":"Expert Syst Appl"},{"key":"1083_CR5","doi-asserted-by":"crossref","unstructured":"Braha D, Shmilovici A (2002) Data mining for improving a cleaning process in the semiconductor industry. IEEE Trans Semicond Manuf 15(1)","DOI":"10.1109\/66.983448"},{"key":"1083_CR6","unstructured":"Ceylan H, Guclu A, Tutumluer E, Thompson MR (2004) Use of artificial neural networks for backcalculation of pavement layer moduli, 2004 FWD users group meeting, University Inn, West Lafayette, IN"},{"issue":"3","key":"1083_CR7","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1080\/1029843021000067854","volume":"3","author":"J Chang","year":"2002","unstructured":"Chang J, Lin J, Chung W, Chen D (2002) Evaluating the structural strength of flexible pavements in Taiwan using the falling weight deflectometer. Int J Pavement Eng 3(3):131\u2013141","journal-title":"Int J Pavement Eng"},{"key":"1083_CR8","unstructured":"Chapman P, Clinton J, Kerber R, Khabaza T, Reinartz T, Shearar C, Wirth R (2000) CRISP-DM 1.0 step-by-step data mining guide, p. 13"},{"key":"1083_CR9","unstructured":"Cunnigham SJ, Holmes G (1999) Developing innovative application in agriculture using data mining. In: Proceedings of the Southeast Asia regional computer confederation conference"},{"issue":"8","key":"1083_CR10","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1145\/545151.545174","volume":"45","author":"UM Fayyad","year":"2002","unstructured":"Fayyad UM, Uthurusamy R (2002) Evolving data mining into solutions for insights. Commun ACM 45(8):28\u201331","journal-title":"Commun ACM"},{"issue":"1","key":"1083_CR11","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1016\/j.brainres.2006.02.110","volume":"1089","author":"DEM Feldker","year":"2006","unstructured":"Feldker DEM, Morsink MC, Veenema AH, Datson NA, Proutski V, Lathouwers D, Kloet ER, Vreugdenhil E (2006) The effect of chronic exposure to highly aggressive mice on hippocampal gene expression of non-aggressive subordinates. Brain Res 1089(1):10\u201320","journal-title":"Brain Res"},{"key":"1083_CR12","doi-asserted-by":"crossref","first-page":"787","DOI":"10.1016\/S0360-8352(02)00140-7","volume":"43","author":"IB Fernandez","year":"2002","unstructured":"Fernandez IB, Zanakis SH, Walczak S (2002) Knowledge discovery techniques for predicting country investment risk. Comput Ind Eng 43:787\u2013800","journal-title":"Comput Ind Eng"},{"issue":"3","key":"1083_CR13","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1061\/(ASCE)0733-947X(1999)125:3(238)","volume":"125","author":"N Garg","year":"1998","unstructured":"Garg N, Thompson MR (1998) Structural response of LVR flexible pavements at Mn\/road project. J Transp Eng ASCE 125(3):238\u2013244","journal-title":"J Transp Eng ASCE"},{"issue":"1","key":"1083_CR14","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1016\/j.ejor.2008.06.027","volume":"19","author":"N Glady","year":"2009","unstructured":"Glady N, Baesens B, Croux C (2009) Modeling churn using customer lifetime value. Eur J Oper Res 19(1):402\u2013411","journal-title":"Eur J Oper Res"},{"issue":"3","key":"1083_CR15","first-page":"65","volume":"54","author":"AB G\u00f6ktepe","year":"2005","unstructured":"G\u00f6ktepe AB, A\u011far E, Lav AH (2005) Comparison of multilayer perceptron and adaptive neuro-fuzzy system on backcalculating the mechanical properties of flexible pavements. ARI Bull Istanbul Tech Univ 54(3):65\u201377","journal-title":"ARI Bull Istanbul Tech Univ"},{"key":"1083_CR16","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1016\/j.jbi.2003.09.020","volume":"36","author":"L Goodwin","year":"2003","unstructured":"Goodwin L, VanDyne M, Lin S, Talbert S (2003) Data mining issues and opportunities for building nursing knowledge. J Biomed Inform 36:379\u2013388","journal-title":"J Biomed Inform"},{"issue":"3","key":"1083_CR17","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1061\/(ASCE)0733-947X(2003)129:3(322)","volume":"129","author":"JP Hassan","year":"2003","unstructured":"Hassan JP, Mousa RM, Gadallah AA (2003) Comparative analysis of using AASHTO and WESDEF approaches in backcalculation of pavement layer moduli. J Transp Eng ASCE 129(3):322\u2013329","journal-title":"J Transp Eng ASCE"},{"key":"1083_CR18","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/S0022-2860(02)00519-7","volume":"647","author":"D Hoffmann","year":"2003","unstructured":"Hoffmann D, Apostolakis J (2003) Crystal structure prediction by data mining. J Mol Struct 647:17\u201339","journal-title":"J Mol Struct"},{"issue":"3","key":"1083_CR19","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1061\/(ASCE)0733-947X(1994)120:3(376)","volume":"120","author":"M Hossain","year":"1994","unstructured":"Hossain M, Zaniewski J, Rajan S (1994) Estimation of pavement layer moduli using nonlinear optimization technique. J Transp Eng ASCE 120(3):376\u2013393","journal-title":"J Transp Eng ASCE"},{"key":"1083_CR20","volume-title":"Pavement analysis and design","author":"YH Huang","year":"1993","unstructured":"Huang YH (1993) Pavement analysis and design. Prentice Hall, New Jersey"},{"issue":"3","key":"1083_CR21","doi-asserted-by":"crossref","first-page":"665","DOI":"10.1109\/21.256541","volume":"23","author":"J Jang","year":"1993","unstructured":"Jang J (1993) ANFIS: adaptive-network-based fuzzy inference system. IEEE Trans Syst Manag Cybern 23(3):665\u2013685","journal-title":"IEEE Trans Syst Manag Cybern"},{"key":"1083_CR22","unstructured":"Jung FW (1990) Interpretation of deflection basin for real-world materials in flexible pavements. Technical report, RR-242, Ministry of Transportation, Research and Development Branch, Canada"},{"key":"1083_CR23","doi-asserted-by":"crossref","unstructured":"Kang YW (1998) Multi-frequency backcalculation of pavement-layer moduli. J Transp Eng ASCE 124(1):73\u201381","DOI":"10.1061\/(ASCE)0733-947X(1998)124:1(73)"},{"key":"1083_CR24","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1016\/S0963-8695(99)00034-1","volume":"33","author":"JN Karadelis","year":"2000","unstructured":"Karadelis JN (2000) A numerical model for the computation of concrete pavement moduli: a nondestructive and assessment method. NDT&E Int 33:77\u201384","journal-title":"NDT&E Int"},{"key":"1083_CR25","unstructured":"Kaur D, Chou E (1999) Applying neuro-fuzzy techniques for intelligent highway pavement performance prediction model, circuits and systems. 42th midwest symposium, vol 2, Las Cruces, NM, USA, pp 922\u2013924"},{"key":"1083_CR26","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/S0004-3702(97)00043-X","volume":"97","author":"R Kohavi","year":"1997","unstructured":"Kohavi R, John GH (1997) Wrappers for feature subset selection. Artif Intell 97:273\u2013324","journal-title":"Artif Intell"},{"issue":"3","key":"1083_CR27","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1109\/TII.2006.873598","volume":"2","author":"A Kusiak","year":"2006","unstructured":"Kusiak A, Song Z (2006) Combustion efficiency optimization and virtual testing: a data-mining approach. IEEE Trans Industr Inf 2(3):176\u2013184","journal-title":"IEEE Trans Industr Inf"},{"key":"1083_CR28","doi-asserted-by":"crossref","unstructured":"Li S-T, Shue L-Y (2004) Data mining to aid policy making in air pollution management. Expert Syst Appl 27(3):331\u2013340","DOI":"10.1016\/j.eswa.2004.05.015"},{"issue":"5","key":"1083_CR29","doi-asserted-by":"crossref","first-page":"9422","DOI":"10.1016\/j.eswa.2008.12.053","volume":"36","author":"S Liao","year":"2009","unstructured":"Liao S, Chen Y, Tseng Y (2009) Mining demand chain knowledge of life insurance market for new product development. Expert Syst Appl 36(5):9422\u20139437","journal-title":"Expert Syst Appl"},{"key":"1083_CR30","unstructured":"Lin L, Cao L, Wang J, Zhang C (2004) The applications of genetic algorithms in stock market data mining optimisation. In: Zanasi A, Ebecken N, Brebbia C (eds) Data mining V: data mining, text mining and their business applications (DATA MINING 2004). WIT Press, Southampton, p 448"},{"issue":"10","key":"1083_CR31","doi-asserted-by":"crossref","first-page":"2829","DOI":"10.1016\/j.cor.2008.12.011","volume":"36","author":"N Mastrogiannis","year":"2009","unstructured":"Mastrogiannis N, Boutsinas B, Giannikos I (2009) A method for improving the accuracy of data mining classification algorithms. Comput Oper Res 36(10):2829\u20132839","journal-title":"Comput Oper Res"},{"key":"1083_CR32","first-page":"72","volume":"1473","author":"RW Meier","year":"1995","unstructured":"Meier RW, Rix GJ (1995) Backcalculation of flexible pavement moduli from dynamic deflection basins using artificial neural networks. TRR 1473:72\u201381","journal-title":"TRR"},{"key":"1083_CR33","first-page":"75","volume":"1448","author":"RW Meier","year":"1994","unstructured":"Meier RW, Rix GJ (1994) Backcalculation of flexible pavement moduli using artificial neural networks. TRR 1448:75\u201382","journal-title":"TRR"},{"key":"1083_CR34","doi-asserted-by":"crossref","first-page":"126","DOI":"10.3141\/1570-15","volume":"1570","author":"RW Meier","year":"1999","unstructured":"Meier RW, Alexander DR, Freeman RB (1999) Using artificial neural networks as a forward approach to backcalculation. TRR 1570:126\u2013133","journal-title":"TRR"},{"key":"1083_CR35","unstructured":"Mishne G, Rijke M (2006) Capturing global mood levels using blog posts. AAAI 2006 spring symposium on computational approaches to analysing weblogs"},{"key":"1083_CR36","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/j.jmatprotec.2005.10.021","volume":"172","author":"SS Panda","year":"2006","unstructured":"Panda SS, Singh AK, Chackraborty D, Pal SK (2006) Drill wear monitoring using back propagation neural network. J Mater Process Technol 172:283\u2013290","journal-title":"J Mater Process Technol"},{"issue":"4","key":"1083_CR37","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1109\/TEVC.2002.802452","volume":"6","author":"RS Parpinelli","year":"2002","unstructured":"Parpinelli RS, Lopes HS, Freitas AA (2002) Data mining with an ant colony optimization algorithm. IEEE Trans Evol Comput 6(4):321\u2013332","journal-title":"IEEE Trans Evol Comput"},{"key":"1083_CR38","unstructured":"Platt JC (1998) Sequential minimal optimization: a fast algorithm for training support vector machines, no. MSR-TR-98-14, Microsoft Research, Apr 1998, p 21"},{"key":"1083_CR39","unstructured":"Qinlan JR (1992) Learning with continuous classes. In: Proceedings of the Australian joint conference on artificial intelligence, pp 343\u2013348"},{"issue":"3","key":"1083_CR40","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1080\/10298430500495113","volume":"7","author":"N Rakesh","year":"2006","unstructured":"Rakesh N, Jain AK, Reddy MA, Reddy KS (2006) Artificial neural networks-genetic algorithm based model for backcalculation of pavement layer moduli. Int J Pavement Eng 7(3):221\u2013230","journal-title":"Int J Pavement Eng"},{"key":"1083_CR41","unstructured":"Read BJ (1999) Data mining and science? Knowledge discovery in science as opposed to business. 12th ERCIM workshop on database research, Amsterdam"},{"issue":"2","key":"1083_CR42","doi-asserted-by":"crossref","first-page":"156","DOI":"10.1061\/(ASCE)0733-947X(1997)123:2(156)","volume":"123","author":"BB Reddy","year":"1997","unstructured":"Reddy BB, Veeraragavan A (1997) Structural performance of in-service flexible pavements. J Transp Eng ASCE 123(2):156\u2013167","journal-title":"J Transp Eng ASCE"},{"key":"1083_CR43","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1016\/j.ymeth.2004.03.031","volume":"34","author":"B Rupp","year":"2004","unstructured":"Rupp B, Wang J (2004) Predictive models for protein crystallization. Methods 34:390\u2013407","journal-title":"Methods"},{"key":"1083_CR44","unstructured":"Saltan M (1999) Analytical evaluation of flexible pavements. PhD thesis, Isparta, 202\u00a0pp"},{"issue":"1","key":"1083_CR45","first-page":"38","volume":"11","author":"M Saltan","year":"2004","unstructured":"Saltan M, Terzi S (2004) Backcalculation of pavement layer parameters using artificial neural networks. Indian J Eng Mater Sci 11(1):38\u201342","journal-title":"Indian J Eng Mater Sci"},{"issue":"1","key":"1083_CR46","first-page":"42","volume":"12","author":"M Saltan","year":"2005","unstructured":"Saltan M, Terzi S (2005) Comparative analysis of using artificial neural networks (ANN) and gene expression programming (GEP) in backcalculation of pavement layer thickness. Indian J Eng Mater Sci 12(1):42\u201350","journal-title":"Indian J Eng Mater Sci"},{"key":"1083_CR47","first-page":"243","volume":"26","author":"M Saltan","year":"2002","unstructured":"Saltan M, T\u0131\u011fdemir M, Kara\u015fahin M (2002) Artificial neural network application for flexible pavement thickness modeling. Turk J Eng Env Sci 26:243\u2013248","journal-title":"Turk J Eng Env Sci"},{"key":"1083_CR48","doi-asserted-by":"crossref","unstructured":"Saltan M, Terzi S, K\u00fc\u00e7\u00fcksille EU (2011) Backcalculation of pavement layer moduli and Poisson\u2019s ratio using data mining. Expert Syst Appl 38(3):2600\u20132608","DOI":"10.1016\/j.eswa.2010.08.050"},{"key":"1083_CR49","doi-asserted-by":"crossref","unstructured":"Saltan M, Terzi S (2009) Backcalculation of pavement layer thickness and moduli using adaptive neuro-fuzzy inference system. Soft computing in pavement & geomechanical systems: recent advances, SCI 259, Springer, Berlin, pp 177\u2013204","DOI":"10.1007\/978-3-642-04586-8_6"},{"key":"1083_CR50","unstructured":"Shaat AA, Kamal MA (1991) The effective use of deflectograph testing in quantifying pavement strength and seasonal variations. PTRC summer annual meeting, USA"},{"issue":"1","key":"1083_CR51","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1139\/L07-083","volume":"35","author":"S Sharma","year":"2007","unstructured":"Sharma S, Das A (2007) Backcalculation of pavement layer moduli from falling weight deflectometer data using an artificial neural network. Can J Civ Eng 35(1):57\u201366","journal-title":"Can J Civ Eng"},{"issue":"4","key":"1083_CR52","first-page":"13","volume":"5","author":"C Shearar","year":"2000","unstructured":"Shearar C (2000) The CRISP-DM model: the new blueprint for data mining. J Data Warehous 5(4):13","journal-title":"J Data Warehous"},{"key":"1083_CR53","unstructured":"Stolle DFE, Jung FW (1991) Estimate of average subgrade moduli using the FWD. Canadian geotechnical conference, Canada, pp 5111\u20135118"},{"issue":"1","key":"1083_CR54","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/0266-352X(91)90035-E","volume":"11","author":"DFE Stolle","year":"1991","unstructured":"Stolle DFE (1991) Modelling of dynamic response of pavements to impact loading. Comput Geotech 11(1):83\u201394","journal-title":"Comput Geotech"},{"key":"1083_CR55","volume-title":"Data mining with Sql server 2005","author":"Z Tang","year":"2005","unstructured":"Tang Z, MacLennan J (2005) Data mining with Sql server 2005. Wiley, London"},{"key":"1083_CR56","unstructured":"Wang F, Lytton RL (1993) System identification method for backcalculating pavement layer properties. 72nd annual meeting TRB, Washington, DC"},{"key":"1083_CR57","unstructured":"WEKA (2011) Data mining with open source machine learning software in Java. http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/"},{"key":"1083_CR58","unstructured":"Wirth R, Hipp J (2000) CRIPS-DM: towards a standard process model for data mining. In: Proceedings of the 4th international conference on the practical applications of knowledge discovery and data mining, Manchester, UK, pp. 29\u201339"},{"key":"1083_CR59","volume-title":"Data mining: practical machine learning tools with Java implementations","author":"IH Witten","year":"2000","unstructured":"Witten IH, Frank E (2000) Data mining: practical machine learning tools with Java implementations. Morgan Kaufmann, San Francisco"},{"key":"1083_CR60","unstructured":"Wu S, Zhao X, Shao H, Ren D (2004) Cold rolling process data analysis based on Svm. In: Proceedings of the third international conference on machine learning and cybernetics, Shanghai"},{"key":"1083_CR61","doi-asserted-by":"crossref","first-page":"677","DOI":"10.1016\/S0956-053X(00)00045-3","volume":"20","author":"B Yuan","year":"2000","unstructured":"Yuan B, Wang XZ, Morris T (2000) Software analyser design using data mining technology for toxicity prediction of aqueous effluents. Waste Manage (Oxford) 20:677\u2013686","journal-title":"Waste Manage (Oxford)"},{"issue":"1","key":"1083_CR62","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/S0004-3702(02)00357-0","volume":"143","author":"Z-H Zhou","year":"2003","unstructured":"Zhou Z-H (2003) Three perspectives of data mining. Artif Intell 143(1):139\u2013146","journal-title":"Artif Intell"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-1083-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-012-1083-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-1083-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T16:57:03Z","timestamp":1562000223000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-012-1083-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,7,26]]},"references-count":62,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2013,10]]}},"alternative-id":["1083"],"URL":"https:\/\/doi.org\/10.1007\/s00521-012-1083-2","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,7,26]]}}}