{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,18]],"date-time":"2026-04-18T18:45:25Z","timestamp":1776537925777,"version":"3.51.2"},"reference-count":48,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2017,9,13]],"date-time":"2017-09-13T00:00:00Z","timestamp":1505260800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100004663","name":"Ministry of Science and Technology, Taiwan","doi-asserted-by":"crossref","award":["Most 105-2118-M-025-002"],"award-info":[{"award-number":["Most 105-2118-M-025-002"]}],"id":[{"id":"10.13039\/501100004663","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100004663","name":"Ministry of Science and Technology, Taiwan","doi-asserted-by":"crossref","award":["Most 105-2118-M-003-001"],"award-info":[{"award-number":["Most 105-2118-M-003-001"]}],"id":[{"id":"10.13039\/501100004663","id-type":"DOI","asserted-by":"crossref"}]},{"name":"National Taiwan Normal University, Taiwan","award":["104000138"],"award-info":[{"award-number":["104000138"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2019,7]]},"DOI":"10.1007\/s00521-017-3200-8","type":"journal-article","created":{"date-parts":[[2017,9,13]],"date-time":"2017-09-13T14:49:24Z","timestamp":1505314164000},"page":"2431-2446","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Fuzzy maximum likelihood change-point algorithms for identifying the time of shifts in process data"],"prefix":"10.1007","volume":"31","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7967-4416","authenticated-orcid":false,"given":"Kang-Ping","family":"Lu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shao-Tung","family":"Chang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,9,13]]},"reference":[{"key":"3200_CR1","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1002\/qre.543","volume":"20","author":"FF Gan","year":"2004","unstructured":"Gan FF, Ting KW, Chang TC (2004) Interval charting schemes for joint monitoring of process mean and variance. Qual Reliab Eng Int 20:291\u2013303","journal-title":"Qual Reliab Eng Int"},{"key":"3200_CR2","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1016\/j.compchemeng.2014.06.016","volume":"69","author":"M Keshavarz","year":"2015","unstructured":"Keshavarz M, Huang B (2015) Expectation maximization method for multivariate change point detection in presence of unknown and changing covariance. Comput Chem Eng 69:128\u2013146","journal-title":"Comput Chem Eng"},{"key":"3200_CR3","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1007\/s00170-013-5033-7","volume":"69","author":"STA Niaki","year":"2013","unstructured":"Niaki STA, Khedmati M (2013) Change point estimation of high-yield processes with a linear trend disturbance. Int J Adv Manuf Technol 69:491\u2013497","journal-title":"Int J Adv Manuf Technol"},{"key":"3200_CR4","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.cie.2013.11.003","volume":"67","author":"STA Niaki","year":"2014","unstructured":"Niaki STA, Khedmati M (2014) Change point estimation of high-yield processes experiencing monotonic disturbances. Comput Ind Eng 67:82\u201392","journal-title":"Comput Ind Eng"},{"issue":"3","key":"3200_CR5","doi-asserted-by":"publisher","first-page":"281","DOI":"10.1002\/qre.1119","volume":"27","author":"M Eyvazian","year":"2011","unstructured":"Eyvazian M, Noorossana R, Saghaei A, Amiri A (2011) Phase II monitoring of multivariate multiple linear regression profiles. Qual Reliab Eng Int 27(3):281\u2013296","journal-title":"Qual Reliab Eng Int"},{"key":"3200_CR6","doi-asserted-by":"publisher","first-page":"1074","DOI":"10.1016\/j.cie.2013.02.002","volume":"64","author":"I Shams","year":"2013","unstructured":"Shams I, Ajorlou S, Yang K (2013) Modeling clustered non-stationary Poisson processes for stochastic simulation inputs. Comput Ind Eng 64:1074\u20131083","journal-title":"Comput Ind Eng"},{"key":"3200_CR7","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1080\/16843703.2014.11673352","volume":"11","author":"E Dogu","year":"2014","unstructured":"Dogu E (2014) Change point estimation based statistical monitoring with variable time between events (TBE) control charts. Qual Technol Quant Manag 11:383\u2013400","journal-title":"Qual Technol Quant Manag"},{"key":"3200_CR8","doi-asserted-by":"publisher","first-page":"355","DOI":"10.1080\/00224065.2003.11980233","volume":"35","author":"DM Hawkins","year":"2003","unstructured":"Hawkins DM, Qiu PH, Kang CW (2003) The changepoint model for statistical process control. J Qual Technol 35:355\u2013366","journal-title":"J Qual Technol"},{"key":"3200_CR9","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1080\/00224065.2005.11980297","volume":"37","author":"DM Hawkins","year":"2005","unstructured":"Hawkins DM, Zamba KD (2005) A change-point model for a shift in variance. J Qual Technol 37:21\u201331","journal-title":"J Qual Technol"},{"key":"3200_CR10","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1198\/TECH.2011.10069","volume":"53","author":"GJ Ross","year":"2011","unstructured":"Ross GJ, Adams NM, Tasoulis DK, Hand DJ (2011) A nonparametric change point model for streaming data. Technometrics 53:379\u2013389","journal-title":"Technometrics"},{"key":"3200_CR11","doi-asserted-by":"publisher","first-page":"102","DOI":"10.1080\/00224065.2012.11917887","volume":"44","author":"GJ Ross","year":"2012","unstructured":"Ross GJ, Adams NM (2012) Two nonparametric control charts for detecting arbitrary distribution changes. J Qual Technol 44:102\u2013116","journal-title":"J Qual Technol"},{"key":"3200_CR12","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-009-2193-6","author":"F Ahmadzadeh","year":"2009","unstructured":"Ahmadzadeh F (2009) Change pointdetection with multivariate control charts by artificial neural network. Int J Adv Manuf Technol. doi: 10.1007\/s00170-009-2193-6","journal-title":"Int J Adv Manuf Technol"},{"key":"3200_CR13","doi-asserted-by":"publisher","first-page":"691","DOI":"10.1007\/s00500-014-1293-x","volume":"19","author":"A Amiri","year":"2015","unstructured":"Amiri A, Niaki STA, Moghadam AT (2015) A probabilistic artificial neural network-based procedure for variance change point estimation. Soft Comput 19:691\u2013700","journal-title":"Soft Comput"},{"key":"3200_CR14","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1007\/s11222-010-9177-0","volume":"21","author":"CWS Chen","year":"2011","unstructured":"Chen CWS, Chan JSK, Gerlach R, Hsieh WYL (2011) A comparison of estimators for regression models with change points. Stat Comput 21:395\u2013414","journal-title":"Stat Comput"},{"key":"3200_CR15","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1016\/j.compchemeng.2014.06.016","volume":"69","author":"M Keshavarz","year":"2015","unstructured":"Keshavarz M, Huang B (2015) Expectation maximization method for multivariate change pointdetection in presence of unknown and changing covariance. Comput Chem Eng 69:128\u2013146","journal-title":"Comput Chem Eng"},{"key":"3200_CR16","doi-asserted-by":"publisher","first-page":"203","DOI":"10.1007\/s11222-006-8450-8","volume":"16","author":"P Fearnhead","year":"2006","unstructured":"Fearnhead P (2006) Exact and efficient Bayesian inference for multiple change point problems. Stat Comput 16:203\u2013213","journal-title":"Stat Comput"},{"key":"3200_CR17","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1080\/00224065.2009.11917756","volume":"41","author":"P Harnish","year":"2009","unstructured":"Harnish P, Nelson B, Runger G (2009) Process partitions from time-ordered clusters. J Qual Technol 41:3\u201317","journal-title":"J Qual Technol"},{"key":"3200_CR18","doi-asserted-by":"publisher","first-page":"765","DOI":"10.1002\/qre.925","volume":"24","author":"M Ghazanfari","year":"2008","unstructured":"Ghazanfari M, Alaeddini A, Niaki STA, Aryanezhad MB (2008) A clustering approach to identify the time of a step change in Shewhart control charts. Qual Reliab Eng Int 24:765\u2013778","journal-title":"Qual Reliab Eng Int"},{"key":"3200_CR19","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.cie.2015.12.002","volume":"93","author":"KP Lu","year":"2016","unstructured":"Lu KP, Chang ST, Yang MS (2016) Change-point detection for shifts in control charts using fuzzy shift change-point algorithms. Comput Ind Eng 93:12\u201327","journal-title":"Comput Ind Eng"},{"key":"3200_CR20","doi-asserted-by":"publisher","first-page":"3317","DOI":"10.1080\/00207543.2013.872312","volume":"52","author":"MS Kazemi","year":"2014","unstructured":"Kazemi MS, Bazzrgan H, Yaghoobi MA (2014) Estimating the drift time for processes subject to linear trend disturbance using fuzzy statistical clustering. Int J Prod Res 52:3317\u20133330","journal-title":"Int J Prod Res"},{"key":"3200_CR21","doi-asserted-by":"publisher","first-page":"1769","DOI":"10.1016\/j.ins.2009.01.019","volume":"179","author":"A Alaeddini","year":"2009","unstructured":"Alaeddini A, Ghazanfari M, Aminnayeri M (2009) A hybrid fuzzy-statistical clustering approach for estimating the time of changes in fixed and variable sampling control charts. Inf Sci 179:1769\u20131784","journal-title":"Inf Sci"},{"key":"3200_CR22","doi-asserted-by":"publisher","first-page":"3033","DOI":"10.1016\/j.ins.2010.04.017","volume":"180","author":"MHF Zarandi","year":"2010","unstructured":"Zarandi MHF, Alaeddini A (2010) A general fuzzy-statistical clustering approach for estimating the time of change in variable sampling control charts. Inf Sci 180:3033\u20133044","journal-title":"Inf Sci"},{"key":"3200_CR23","doi-asserted-by":"publisher","first-page":"164","DOI":"10.1198\/004017004000000644","volume":"47","author":"DM Hawkins","year":"2005","unstructured":"Hawkins DM, Zamba KD (2005) Statistical process control for shifts in mean or variance using a changepoint formulation. Technometrics 47:164\u2013173","journal-title":"Technometrics"},{"key":"3200_CR24","doi-asserted-by":"crossref","unstructured":"Park J, Park S (2004) Estimation of the change-point in the $$\\bar{X}$$ X \u00af and S control charts. Commun Stat Simul Comput 33:1115\u20131132","DOI":"10.1081\/SAC-200040321"},{"key":"3200_CR25","volume-title":"Introduction to statistical quality control","author":"DC Montgomery","year":"2013","unstructured":"Montgomery DC (2013) Introduction to statistical quality control, 7th edn. Wiley, New York","edition":"7"},{"key":"3200_CR26","doi-asserted-by":"publisher","first-page":"889","DOI":"10.1002\/qre.1800","volume":"32","author":"ST Chang","year":"2016","unstructured":"Chang ST, Lu KP (2016) Detecting change-points in statistical process control using EM change-point algorithm. Qual Reliab Eng Int 32:889\u2013900","journal-title":"Qual Reliab Eng Int"},{"key":"3200_CR27","doi-asserted-by":"publisher","first-page":"2751","DOI":"10.1016\/j.ins.2008.02.012","volume":"178","author":"LA Zadeh","year":"2008","unstructured":"Zadeh LA (2008) Is there a need for fuzzy logic? Inf Sci 178:2751\u20132779","journal-title":"Inf Sci"},{"key":"3200_CR28","doi-asserted-by":"publisher","first-page":"3186","DOI":"10.1080\/03610926.2012.695852","volume":"43","author":"D Wang","year":"2014","unstructured":"Wang D, Li P, Yasuda M (2014) Construction of fuzzy control charts based on weighted possibilistic mean. Commun. Stat. Theory Methods 43:3186\u20133207","journal-title":"Commun. Stat. Theory Methods"},{"key":"3200_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.asoc.2014.04.022","volume":"22","author":"S Sent\u00fcrk","year":"2014","unstructured":"Sent\u00fcrk S, Erginel N, Kaya I, Kahraman C (2014) Fuzzy exponentially weighted moving average control chart for univariate data with a real case application. Appl Soft Comput 22:1\u201310","journal-title":"Appl Soft Comput"},{"key":"3200_CR30","doi-asserted-by":"publisher","first-page":"2684","DOI":"10.1016\/j.fss.2010.05.004","volume":"161","author":"A Faraz","year":"2010","unstructured":"Faraz A, Shapiro AF (2010) An application of fuzzy random variables to control charts. Fuzzy Set Syst 161:2684\u20132694","journal-title":"Fuzzy Set Syst"},{"key":"3200_CR31","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1016\/j.eswa.2007.06.003","volume":"35","author":"YK Chen","year":"2008","unstructured":"Chen YK, Chang HH, Chiu FR (2008) Optimization design of control charts based on minimax decision criterion and fuzzy process shifts. Expert Syst Appl 35:207\u2013213","journal-title":"Expert Syst Appl"},{"key":"3200_CR32","doi-asserted-by":"publisher","first-page":"765","DOI":"10.1016\/j.eswa.2006.01.050","volume":"32","author":"KL Hsieh","year":"2007","unstructured":"Hsieh KL, Tong LI, Wang MC (2007) The application of control chart for defects and defect clustering in IC manufacturing based on fuzzy theory. Expert Syst Appl 32:765\u2013776","journal-title":"Expert Syst Appl"},{"key":"3200_CR33","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1016\/0377-2217(83)90100-5","volume":"13","author":"CW Bradshaw","year":"1983","unstructured":"Bradshaw CW (1983) A fuzzy set theoretic interpretation of economic control limits. Eur J Oper Res 13:403\u2013408","journal-title":"Eur J Oper Res"},{"key":"3200_CR34","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1016\/S0167-9473(00)00068-2","volume":"37","author":"DM Hawkins","year":"2001","unstructured":"Hawkins DM (2001) Fitting multiple change-point models to data. Comput Stat Data Anal 37:323\u2013341","journal-title":"Comput Stat Data Anal"},{"key":"3200_CR35","doi-asserted-by":"publisher","first-page":"338","DOI":"10.1016\/S0019-9958(65)90241-X","volume":"8","author":"LA Zadeh","year":"1965","unstructured":"Zadeh LA (1965) Fuzzy sets. Inf Control 8:338\u2013353","journal-title":"Inf Control"},{"key":"3200_CR36","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1016\/S0019-9958(69)90591-9","volume":"15","author":"EH Ruspini","year":"1969","unstructured":"Ruspini EH (1969) A new approach to clustering. Inf Control 15:22\u201332","journal-title":"Inf Control"},{"key":"3200_CR37","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1016\/0165-0114(93)90030-L","volume":"57","author":"MS Yang","year":"1994","unstructured":"Yang MS (1994) On a class of fuzzy classification maximum likelihood procedures. Fuzzy Set Syst 57:365\u2013375","journal-title":"Fuzzy Set Syst"},{"key":"3200_CR38","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1016\/0167-9473(96)00007-2","volume":"22","author":"JH Venter","year":"1996","unstructured":"Venter JH, Steel SJ (1996) Finding multiple abrupt change points. Comput Stat Data Anal 22:481\u2013504","journal-title":"Comput Stat Data Anal"},{"key":"3200_CR39","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1080\/01621459.1979.10481604","volume":"74","author":"DA Hsu","year":"1979","unstructured":"Hsu DA (1979) Detection shifts of parameter in gamma sequences with application to and air traffic flow analysis. J Am Stat Assoc 74:31\u201346","journal-title":"J Am Stat Assoc"},{"key":"3200_CR40","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1016\/S0167-9473(98)00009-7","volume":"27","author":"CB Lee","year":"1998","unstructured":"Lee CB (1998) Bayesian analysis of a change-point in exponential families with applications. Comput Stat Data Anal 27:195\u2013208","journal-title":"Comput Stat Data Anal"},{"key":"3200_CR41","first-page":"341","volume":"13","author":"R Habibi","year":"2011","unstructured":"Habibi R (2011) Change point detection using bootstrap methods. Adv Model Optim 13:341\u2013347","journal-title":"Adv Model Optim"},{"key":"3200_CR42","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0167-9473(01)00108-6","volume":"40","author":"VK Jandhyala","year":"2002","unstructured":"Jandhyala VK, Fotopoulos SB, Hawkins DM (2002) Detection and estimation of abrupt changes in the variability of a process. Comput Stat Data Anal 40:1\u201319","journal-title":"Comput Stat Data Anal"},{"key":"3200_CR43","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1093\/biomet\/74.3.615","volume":"74","author":"F Lombard","year":"1987","unstructured":"Lombard F (1987) Rank tests for changepoint problems. Biometrika 74:15\u2013624","journal-title":"Biometrika"},{"key":"3200_CR44","doi-asserted-by":"publisher","first-page":"887","DOI":"10.1111\/1467-9868.00421","volume":"65","author":"P Fearnhead","year":"2003","unstructured":"Fearnhead P, Clifford P (2003) Online inference for hidden Markov models. J R Stat Soc Ser B 65:887\u2013899","journal-title":"J R Stat Soc Ser B"},{"key":"3200_CR45","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-0717-7","volume-title":"Numerical Bayesion methods applied to signal processing","author":"JJK Ruanaidh","year":"1996","unstructured":"Ruanaidh JJK, Fitzgerald WJ (1996) Numerical Bayesion methods applied to signal processing. Springer, New York"},{"key":"3200_CR46","doi-asserted-by":"crossref","first-page":"177","DOI":"10.15388\/NA.18.2.14021","volume":"18","author":"J Neubauer","year":"2013","unstructured":"Neubauer J, Vesely V (2013) Detection of multiple changes in mean by sparse parameter estimation. Nonlinear Anal Model Control 18:177\u2013190","journal-title":"Nonlinear Anal Model Control"},{"key":"3200_CR47","isbn-type":"print","volume-title":"Adaptive filtering and change detection","author":"F Gustafsson","year":"2000","unstructured":"Gustafsson F (2000) Adaptive filtering and change detection. Wiley, Hoboken. ISBN 978-0-470-85340-5","ISBN":"https:\/\/id.crossref.org\/isbn\/9780470853405"},{"key":"3200_CR48","doi-asserted-by":"publisher","first-page":"2347","DOI":"10.1016\/j.csda.2012.01.016","volume":"56","author":"X Bai","year":"2012","unstructured":"Bai X, Yao W, Boyer JE (2012) Robust fitting of mixture regression models. Comput Stat Data Anal 56:2347\u20132359","journal-title":"Comput Stat Data Anal"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-017-3200-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-017-3200-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-017-3200-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,3]],"date-time":"2019-10-03T08:38:13Z","timestamp":1570091893000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-017-3200-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,9,13]]},"references-count":48,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2019,7]]}},"alternative-id":["3200"],"URL":"https:\/\/doi.org\/10.1007\/s00521-017-3200-8","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,9,13]]},"assertion":[{"value":"1 March 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 August 2017","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 September 2017","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}