{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,8]],"date-time":"2026-03-08T00:07:35Z","timestamp":1772928455230,"version":"3.50.1"},"reference-count":63,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2016,8,26]],"date-time":"2016-08-26T00:00:00Z","timestamp":1472169600000},"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":["Empir Software Eng"],"published-print":{"date-parts":[[2017,4]]},"DOI":"10.1007\/s10664-016-9446-4","type":"journal-article","created":{"date-parts":[[2016,8,26]],"date-time":"2016-08-26T01:33:09Z","timestamp":1472175189000},"page":"716-767","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Investigating the use of moving windows to improve software effort prediction: a replicated study"],"prefix":"10.1007","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0562-8900","authenticated-orcid":false,"given":"Chris","family":"Lokan","sequence":"first","affiliation":[]},{"given":"Emilia","family":"Mendes","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,8,26]]},"reference":[{"key":"9446_CR1","volume-title":"The effects of moving windows to software estimation: comparative study on linear regression and estimation by analogy","author":"S Amasaki","year":"2012","unstructured":"Amasaki S, Lokan C (2012) The effects of moving windows to software estimation: comparative study on linear regression and estimation by analogy. IWSM\/Mensura 2012, Assisi"},{"key":"9446_CR2","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1007\/978-3-642-39259-7_18","volume":"7983","author":"S Amasaki","year":"2013","unstructured":"Amasaki S, Lokan C (2013) The evaluation of weighted moving windows for software effort estimation. Product-Foc Software Process Improve, LNCS 7983:214\u2013228, Springer","journal-title":"Product-Foc Software Process Improve, LNCS"},{"issue":"7","key":"9446_CR3","first-page":"488","volume":"27","author":"S Amasaki","year":"2014","unstructured":"Amasaki S, Lokan C (2014a) On the effectiveness of weighted moving windows: experiment on linear regression based software effort estimation. J Software: Evol Process 27(7):488\u2013507","journal-title":"J Software: Evol Process"},{"key":"9446_CR4","doi-asserted-by":"publisher","unstructured":"Amasaki S, Lokan C (2014b) The effects of moving windows on software effort estimation: comparative study with CART. Proc 6th Int Workshop Empirical Software Eng Pract, Osaka, Japan","DOI":"10.1109\/IWESEP.2014.10"},{"key":"9446_CR5","doi-asserted-by":"publisher","unstructured":"Amasaki S, Lokan C (2014c) The effects of gradual weighting on duration-based moving windows for software effort estimation. 15th Int Conf Product-Focused Software Eng Process Improve, Helsinki, Finland: 63\u201377","DOI":"10.1007\/978-3-319-13835-0_5"},{"key":"9446_CR6","first-page":"6","volume":"1\u20136","author":"S Amasaki","year":"2015","unstructured":"Amasaki S, Lokan C (2015) A replication of comparative study of moving windows on linear regression and estimation by analogy. Proc 11th Int Conf Predict Models Data Anal Software Eng, Beijing, China 1\u20136:6\u201310","journal-title":"Proc 11th Int Conf Predict Models Data Anal Software Eng, Beijing, China"},{"key":"9446_CR7","doi-asserted-by":"publisher","unstructured":"Amasaki S, Lokan C (2016a) Evaluation of moving window policies with CART. Proc 7th Int Workshop Empirical Software Eng Pract, Osaka, Japan","DOI":"10.1109\/IWESEP.2016.10"},{"key":"9446_CR8","doi-asserted-by":"publisher","unstructured":"Amasaki S, Lokan C (2016b) A replication study on the effects of weighted moving windows for software effort estimation. Proc 20th Int Conf Eval Assessment Software Eng, Limerick, Ireland","DOI":"10.1145\/2915970.2915983"},{"key":"9446_CR9","first-page":"188","volume-title":"Performance evaluation of windowing approach on effort estimation by analogy","author":"S Amasaki","year":"2011","unstructured":"Amasaki S, Takahara Y, Yokogawa T (2011) Performance evaluation of windowing approach on effort estimation by analogy. IWSM\/Mensura 2011, Nara, pp 188\u2013195"},{"key":"9446_CR10","doi-asserted-by":"publisher","unstructured":"Azhar D, Mendes E, Riddle P (2012) A systematic review of Web resource estimation. Proc 8th Int Conf Predict Models Software Eng, Lund, Sweden: 49\u201358","DOI":"10.1145\/2365324.2365332"},{"key":"9446_CR11","doi-asserted-by":"publisher","unstructured":"Azzeh M, Cowling PI, Neagu D (2010) Software stage-effort estimation based on association rule mining and fuzzy set theory. Proc 10th Int Conf Comput Inform Technol, Bradford, UK: 249\u2013256","DOI":"10.1109\/CIT.2010.76"},{"issue":"7\u20138","key":"9446_CR12","doi-asserted-by":"publisher","first-page":"656","DOI":"10.1016\/j.infsof.2007.06.004","volume":"50","author":"S Bibi","year":"2008","unstructured":"Bibi S, Stamelos I, Angelis L (2008) Combining probabilistic models for explanatory productivity estimation. Inf Softw Technol 50(7\u20138):656\u2013669","journal-title":"Inf Softw Technol"},{"issue":"2","key":"9446_CR13","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1002\/spip.418","volume":"22","author":"S Bibi","year":"2010","unstructured":"Bibi S, Stamelos I, Gerolimos G, Kollias V (2010) BBN based approach for improving the software development process of an SME\u2014a case study. J Softw Maint Evol Res Pract 22(2):121\u2013140","journal-title":"J Softw Maint Evol Res Pract"},{"key":"9446_CR14","doi-asserted-by":"publisher","unstructured":"Britto R, Freitas V, Mendes E, Usman M (2014) Effort estimation in global software development: a systematic literature review. Proc 9th Int Conf Global Software Eng, Shanghai, China: 135\u2013144","DOI":"10.1109\/ICGSE.2014.11"},{"key":"9446_CR15","doi-asserted-by":"publisher","unstructured":"Britto R, Mendes E, B\u00f6rstler J (2015) An empirical investigation on effort estimation in agile global software development. Proc 10th Int Conf Global Software Eng, Ciudad Real, Spain: 38\u201345","DOI":"10.1109\/ICGSE.2015.10"},{"key":"9446_CR16","unstructured":"Carver J (2010) Towards reporting guidelines for experimental replications: a proposal. Proc 1st Int Workshop Replic Empirical Software Eng Res. Cape Town, South Africa"},{"key":"9446_CR17","doi-asserted-by":"publisher","first-page":"155","DOI":"10.1037\/0033-2909.112.1.155","volume":"112","author":"J Cohen","year":"1992","unstructured":"Cohen J (1992) A power primer. Psychol Bull 112:155\u2013159","journal-title":"Psychol Bull"},{"key":"9446_CR18","unstructured":"Cohn M (2005) Agile estimating and planning. Prentice Hall"},{"key":"9446_CR19","unstructured":"Conte SD, Dunsmore HE, Shen VY (1986) Software engineering metrics and models. Benjamin-Cummings"},{"key":"9446_CR20","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1080\/00401706.1977.10489493","volume":"19","author":"RD Cook","year":"1977","unstructured":"Cook RD (1977) Detection of influential observations in linear regression. Technometrics 19:15\u201318","journal-title":"Technometrics"},{"key":"9446_CR21","doi-asserted-by":"publisher","unstructured":"Fern\u00e1ndez-Diego M, Mart\u00ednez-G\u00f3mez M, Torralba-Mart\u00ednez J-M (2010) Sensitivity of results to different data quality meta-data criteria in the sample selection of projects from the ISBSG dataset. Proc 6th Int Conf Predict Models Software Eng, Timisoara, Romania: 13:1\u201313:9.","DOI":"10.1145\/1868328.1868348"},{"key":"9446_CR22","unstructured":"Forselius P (2006) Data quality criteria for Experience\u00ae data collection. STTF Oy"},{"issue":"11","key":"9446_CR23","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1109\/TSE.2003.1245300","volume":"29","author":"T Foss","year":"2003","unstructured":"Foss T, Stensrud E, Kitchenham B, Myrtveit I (2003) A simulation study of the model evaluation criterion MMRE. IEEE Trans Softw Eng 29(11):985\u2013995","journal-title":"IEEE Trans Softw Eng"},{"key":"9446_CR24","unstructured":"Han J, Kamber M (2006) Data mining concepts and techniques. Morgan Kaufmann"},{"issue":"1","key":"9446_CR25","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/S0164-1212(02)00156-5","volume":"70","author":"M J\u00f8rgensen","year":"2004","unstructured":"J\u00f8rgensen M (2004) A review of studies on expert estimation of software development effort. J Syst Softw 70(1):37\u201360","journal-title":"J Syst Softw"},{"issue":"3","key":"9446_CR26","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1109\/MS.2005.73","volume":"22","author":"M J\u00f8rgensen","year":"2005","unstructured":"J\u00f8rgensen M (2005) Practical guidelines for expert-judgment-based software effort estimation. IEEE Softw 22(3):57\u201363","journal-title":"IEEE Softw"},{"issue":"2","key":"9446_CR27","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1109\/MS.2012.70","volume":"30","author":"M J\u00f8rgensen","year":"2013","unstructured":"J\u00f8rgensen M (2013) Relative estimation of software development effort: it matters with what and how you compare. IEEE Softw 30(2):74\u201379","journal-title":"IEEE Softw"},{"key":"9446_CR28","doi-asserted-by":"publisher","unstructured":"J\u00f8rgensen M, Grimstad S (2008) Avoiding irrelevant and misleading information when estimating development effort. IEEE Software 25(3): 78\u201383","DOI":"10.1109\/MS.2008.57"},{"issue":"1","key":"9446_CR29","doi-asserted-by":"publisher","first-page":"33","DOI":"10.1109\/TSE.2007.256943","volume":"33","author":"M J\u00f8rgensen","year":"2007","unstructured":"J\u00f8rgensen M, Shepperd M (2007) A systematic review of software development cost estimation studies. IEEE Trans Softw Eng 33(1):33\u201353","journal-title":"IEEE Trans Softw Eng"},{"key":"9446_CR30","doi-asserted-by":"publisher","unstructured":"Kitchenham BA, Mendes E (2009) Why comparative effort prediction studies may be invalid. Proc 5th Int Conf Predict Models Software Eng, Vancouver, Canada: 4:1\u20134:5","DOI":"10.1145\/1540438.1540444"},{"issue":"3","key":"9446_CR31","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1049\/ip-sen:20010506","volume":"148","author":"BA Kitchenham","year":"2001","unstructured":"Kitchenham BA, Pickard LM, MacDonell SG, Shepperd MJ (2001) What accuracy statistics really measure. IEE Proc - Software 148(3):81\u201385","journal-title":"IEE Proc - Software"},{"issue":"1","key":"9446_CR32","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/S0164-1212(02)00021-3","volume":"64","author":"B Kitchenham","year":"2002","unstructured":"Kitchenham B, Pfleeger SL, McColl B, Eagan S (2002) An empirical study of maintenance and development estimation accuracy. J Syst Softw 64(1):57\u201377","journal-title":"J Syst Softw"},{"issue":"5","key":"9446_CR33","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1109\/TSE.2007.1001","volume":"33","author":"BA Kitchenham","year":"2007","unstructured":"Kitchenham BA, Mendes E, Travassos G (2007) Cross versus within-company cost estimation studies: a systematic review. IEEE Trans Softw Eng 33(5):316\u2013329","journal-title":"IEEE Trans Softw Eng"},{"key":"9446_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10664-012-9214-z","volume":"19","author":"E Kocaguneli","year":"2014","unstructured":"Kocaguneli E, Menzies T, Mendes E (2014) Transfer learning in effort estimation. Empir Softw Eng 19:1\u201331","journal-title":"Empir Softw Eng"},{"key":"9446_CR35","first-page":"2477","volume-title":"Using genetic programming to improve software effort estimation based on general data sets. LNCS 2724","author":"M Lefley","year":"2003","unstructured":"Lefley M, Shepperd MJ (2003) Using genetic programming to improve software effort estimation based on general data sets. LNCS 2724. Springer, Verlag, pp 2477\u20132487"},{"key":"9446_CR36","doi-asserted-by":"publisher","first-page":"603","DOI":"10.1007\/s10664-008-9104-6","volume":"14","author":"YF Li","year":"2009","unstructured":"Li YF, Xie M, Goh TN (2009) A study of the non-linear adjustment for analogy based software cost estimation. Empir Softw Eng 14:603\u2013643","journal-title":"Empir Softw Eng"},{"key":"9446_CR37","doi-asserted-by":"crossref","unstructured":"Lokan C, Mendes E (2008) Investigating the use of chronological splitting to compare software cross-company and single-company effort predictions. Proc 12th Int Conf Eval Assess Software Eng, Bari, Italy: 151\u2013160","DOI":"10.14236\/ewic\/EASE2008.15"},{"key":"9446_CR38","unstructured":"Lokan C, Mendes E (2009a) Using chronological splitting to compare cross- and single-company effort models: further investigation. Proc 32nd Austral Conf Comput Sci, Wellington, NZ: 47\u201354"},{"key":"9446_CR39","doi-asserted-by":"publisher","unstructured":"Lokan C, Mendes E (2009b) Applying moving windows to software effort estimation. Proc 3rd Int Symp Empirical Software Eng Measure, Lake Buena Vista, Florida, USA: 111\u2013122","DOI":"10.1109\/ESEM.2009.5316019"},{"key":"9446_CR40","doi-asserted-by":"crossref","unstructured":"Lokan C, Mendes E (2012) Investigating the use of duration-based moving windows to improve software effort estimation. Proc 19th Asia-Pacific Software Eng Conf, Hong Kong","DOI":"10.1109\/APSEC.2012.74"},{"issue":"9","key":"9446_CR41","doi-asserted-by":"publisher","first-page":"1063","DOI":"10.1016\/j.infsof.2014.02.008","volume":"56","author":"C Lokan","year":"2014","unstructured":"Lokan C, Mendes E (2014) Investigating the use of duration-based moving windows to improve software effort prediction: a replicated study. Inf Softw Technol 56(9):1063\u20131075","journal-title":"Inf Softw Technol"},{"issue":"6","key":"9446_CR42","doi-asserted-by":"publisher","first-page":"738","DOI":"10.1007\/s10664-011-9192-6","volume":"17","author":"C Lopez-Martin","year":"2012","unstructured":"Lopez-Martin C, Isaza C, Chavoya A (2012) Software development effort prediction of industrial projects applying a general regression neural network. Empir Softw Eng 17(6):738\u2013756","journal-title":"Empir Softw Eng"},{"key":"9446_CR43","doi-asserted-by":"publisher","unstructured":"MacDonell SG, Shepperd MG (2003) Using prior-phase effort records for re-estimation during software projects. Proc 9th IEEE Int Symp Software Metrics, Sydney, Australia","DOI":"10.1109\/METRIC.2003.1232457"},{"key":"9446_CR44","volume-title":"Data accumulation and software effort prediction. Proceedings of 4th International Symposium on Empirical Software Engineering and Measurement","author":"SG MacDonell","year":"2010","unstructured":"MacDonell SG, Shepperd MJ (2010) Data accumulation and software effort prediction. Proceedings of 4th International Symposium on Empirical Software Engineering and Measurement. Bolzano-Bozen, Italy"},{"key":"9446_CR45","unstructured":"M\u00e4ntyl\u00e4 MV, Lassenius C, Vanhanen J (2010) Rethinking replication in software engineering: can we see the forest for the trees?. Proc 1st Int Workshop Replic Empirical Software Eng Res, Cape Town, South Africa"},{"key":"9446_CR46","unstructured":"Maxwell K (2002) Applied statistics for software managers. Software Quality Institute Series, Prentice Hall"},{"key":"9446_CR47","unstructured":"Mendes E (2014) Practitioner\u2019s Knowledge representation\u2014a pathway to improve software effort estimation. Springer, ISBN 978-3-642-54156-8"},{"key":"9446_CR48","doi-asserted-by":"crossref","unstructured":"Mendes, E. and C. Lokan. 2009. Investigating the use of chronological splitting to compare software cross-company and single-company effort predictions: a replicated study. Proc 13th Int Conf Eval Assess Software Eng, Durham, UK","DOI":"10.14236\/ewic\/EASE2009.2"},{"issue":"6","key":"9446_CR49","doi-asserted-by":"publisher","first-page":"723","DOI":"10.1109\/TSE.2008.64","volume":"34","author":"E Mendes","year":"2008","unstructured":"Mendes E, Mosley N (2008) Bayesian network models for web effort prediction: a comparative study. IEEE Trans Softw Eng 34(6):723\u2013737","journal-title":"IEEE Trans Softw Eng"},{"key":"9446_CR50","unstructured":"Menzies T, Krishna R, Pryor D (2016) The promise repository of empirical software engineering data; http:\/\/openscience.us\/repo . North Carolina State University, Department of Computer Science"},{"key":"9446_CR51","doi-asserted-by":"publisher","unstructured":"Minku LL, Yao X (2012a) Can cross-company data improve performance in software effort estimation?. Proc 8th Int Conf Predict Models Software Eng, Lund, Sweden: 69\u201378","DOI":"10.1145\/2365324.2365334"},{"key":"9446_CR52","first-page":"1","volume-title":"Using unreliable data for creating more reliable online learners","author":"LL Minku","year":"2012","unstructured":"Minku LL, Yao X (2012b) Using unreliable data for creating more reliable online learners. International Joint Conference on Neural Networks, Brisbane, pp 1\u20138"},{"key":"9446_CR53","doi-asserted-by":"publisher","unstructured":"Minku LL, Sarro F, Mendes E, Ferrucci F (2015) How to make best use of cross-company data for Web effort estimation?. Proc 9th Int Symp Empirical Software Eng Measure, Beijing, China: 1\u201310","DOI":"10.1109\/ESEM.2015.7321199"},{"key":"9446_CR54","doi-asserted-by":"publisher","unstructured":"Premraj R, Shepperd MJ, Kitchenham BA, Forselius P (2005) An empirical analysis of software productivity over time. Proc 11th Int Symp Software Metrics, Como, Italy","DOI":"10.1109\/METRICS.2005.8"},{"key":"9446_CR55","first-page":"113","volume-title":"Effort estimation for agile software development projects","author":"A Schmietendorf","year":"2008","unstructured":"Schmietendorf A, Kunz M, Dumke R (2008) Effort estimation for agile software development projects. Proceedings 5th Software Measurement European Forum, Milan, pp 113\u2013126"},{"issue":"8","key":"9446_CR56","doi-asserted-by":"publisher","first-page":"820","DOI":"10.1016\/j.infsof.2011.12.008","volume":"54","author":"MJ Shepperd","year":"2012","unstructured":"Shepperd MJ, MacDonell SG (2012) Evaluating prediction systems in software project estimation. Inf Softw Technol 54(8):820\u2013827","journal-title":"Inf Softw Technol"},{"key":"9446_CR57","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1007\/s10664-008-9060-1","volume":"13","author":"FJ Shull","year":"2008","unstructured":"Shull FJ, Carver JC, Vegas S, Juristo N (2008) The role of replications in empirical software engineering. Empir Softw Eng 13:211\u2013218","journal-title":"Empir Softw Eng"},{"key":"9446_CR58","doi-asserted-by":"publisher","unstructured":"Sigweni B, Shepperd MJ, Turchi T (2016) Realistic assessment of software effort estimation models. Proc 20th Int Conf Assess Eval Software Eng, Limerick, Ireland","DOI":"10.1145\/2915970.2916005"},{"key":"9446_CR59","doi-asserted-by":"publisher","unstructured":"Song L, Minku LL, Yao X (2013) The impact of parameter tuning on software effort estimation using learning machines. Proc 9th Int Conf Predict Models Software Eng, Baltimore, USA: 9:1\u20139:10","DOI":"10.1145\/2499393.2499394"},{"key":"9446_CR60","unstructured":"Tabachnick BG, Fidell LS (1996) Using multivariate statistics. Harper-Collins"},{"key":"9446_CR61","doi-asserted-by":"publisher","unstructured":"Tsunoda M, Amasaki S, Lokan C (2013) How to treat timing information for software effort estimation?. Proc 2013 Int Conf Software Syst Process, San Francisco, USA:10\u201319","DOI":"10.1145\/2486046.2486051"},{"key":"9446_CR62","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1007\/s10664-011-9182-8","volume":"17","author":"B Turhan","year":"2012","unstructured":"Turhan B (2012) On the dataset shift problem in software engineering prediction models. Empir Softw Eng 17:62\u201374","journal-title":"Empir Softw Eng"},{"key":"9446_CR63","doi-asserted-by":"publisher","unstructured":"Usman M, Mendes E, Weidt F, Britto R (2014) Effort estimation in agile software development: a systematic literature review. Proc 10th Int Conf Predict Models Software Eng, Turin, Italy: 82\u201391","DOI":"10.1145\/2639490.2639503"}],"container-title":["Empirical Software Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10664-016-9446-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10664-016-9446-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10664-016-9446-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10664-016-9446-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,10]],"date-time":"2025-06-10T14:21:45Z","timestamp":1749565305000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10664-016-9446-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,8,26]]},"references-count":63,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2017,4]]}},"alternative-id":["9446"],"URL":"https:\/\/doi.org\/10.1007\/s10664-016-9446-4","relation":{},"ISSN":["1382-3256","1573-7616"],"issn-type":[{"value":"1382-3256","type":"print"},{"value":"1573-7616","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,8,26]]}}}