{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,14]],"date-time":"2026-05-14T07:35:07Z","timestamp":1778744107604,"version":"3.51.4"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2010,7,29]],"date-time":"2010-07-29T00:00:00Z","timestamp":1280361600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Empir Software Eng"],"published-print":{"date-parts":[[2011,4]]},"DOI":"10.1007\/s10664-010-9138-4","type":"journal-article","created":{"date-parts":[[2010,7,28]],"date-time":"2010-07-28T10:51:37Z","timestamp":1280314297000},"page":"211-243","source":"Crossref","is-referenced-by-count":35,"title":["Investigating the use of Support Vector Regression for web effort estimation"],"prefix":"10.1007","volume":"16","author":[{"given":"Anna","family":"Corazza","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergio","family":"Di Martino","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Filomena","family":"Ferrucci","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carmine","family":"Gravino","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Emilia","family":"Mendes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2010,7,29]]},"reference":[{"key":"9138_CR1","unstructured":"Bailey JW, Basili VR (1981) A meta model for software development resource expenditure. Procs. Fifth International Conference on Software Engineering, San Diego, California, USA, pp. 107\u2013116"},{"key":"9138_CR2","unstructured":"Braga PL, Oliveira ALI, Meira SRL (2007) Software Effort Estimation using Machine Learning Techniques with Robust Confidence Intervals. HIS :352-357"},{"key":"9138_CR3","doi-asserted-by":"crossref","unstructured":"Braga PL, Oliveira ALI, Meira SRL (2008) A GA-based Feature Selection and Parameters Optimization for Support Vector Regression Applied to Software Effort Estimation. Proceedings of the ACM symposium on Applied computing :1788-1792","DOI":"10.1145\/1363686.1364116"},{"key":"9138_CR4","doi-asserted-by":"crossref","unstructured":"Briand L, Langley T, Wiekzorek I (2000) A Replicated Assessment and Comparison of Common Software Cost Modeling Techniques. In Proceedings of International Conference on Software Engineering, IEEE press, pp 377\u2013386","DOI":"10.1145\/337180.337223"},{"issue":"10","key":"9138_CR5","first-page":"833","volume":"31","author":"L Briand","year":"2005","unstructured":"Briand L, Labiche Y, PentaM D, Yan-Bondoc H (2005) An experimental investigation of formality in UML-based development. IEEE TSE 31(10):833\u2013849","journal-title":"IEEE TSE"},{"key":"9138_CR6","first-page":"75","volume-title":"WWW2000: The Developer's view and a practitioner's approach to Web Engineering","author":"SP Christodoulou","year":"2000","unstructured":"Christodoulou SP, Zafiris PA, Papatheodorou TS (2000) WWW2000: The Developer's view and a practitioner's approach to Web Engineering. Procs. ICSE Workshop on Web Engineering, Limerick, Ireland, pp 75\u201392"},{"key":"9138_CR7","first-page":"573","volume":"25","author":"S Chulani","year":"1999","unstructured":"Chulani S, Boehm B, Steece B (1999) Bayesian Analysis of Empirical Software Engineering Cost Models. IEEE TSE 25:573\u2013583","journal-title":"IEEE TSE"},{"key":"9138_CR8","volume-title":"Practical nonparametric statistics","author":"WJ Conover","year":"1998","unstructured":"Conover WJ (1998) Practical nonparametric statistics, 3rd edn. Wiley, New York","edition":"3"},{"key":"9138_CR9","unstructured":"Conte SD, Dunsmore HE, Shen VY (1986) Software Engineering Metrics and Models. Benjamin-Cummins"},{"key":"9138_CR10","doi-asserted-by":"crossref","first-page":"15","DOI":"10.2307\/1268249","volume":"19","author":"RD Cook","year":"1977","unstructured":"Cook RD (1977) \u201cDetection of influential observations in linear regression. Technometrics 19:15\u201318","journal-title":"Technometrics"},{"key":"9138_CR11","doi-asserted-by":"crossref","unstructured":"Corazza A, Di Martino S, Ferrucci F, Gravino C, Mendes E (2009) Applying Support Vector Regression for Web Effort Estimation using a Cross-Company Dataset. In Proceedings of Empirical Software Engineering and Measurement (ESEM\u201909), Lake Buena Vista Florida, pp 17-19, Ottobre","DOI":"10.1109\/ESEM.2009.5315991"},{"key":"9138_CR12","doi-asserted-by":"crossref","unstructured":"Cortes C, Vapnik V (1995) Support-Vector Networks. Mach Learn 20","DOI":"10.1007\/BF00994018"},{"key":"9138_CR13","doi-asserted-by":"crossref","unstructured":"Costagliola G, Di Martino S, Ferrucci F, Gravino C, Tortora G, Vitiello G (2006) Effort estimation modeling techniques: a case study for web applications. Procs. Intl. Conference on Web Engineering (ICWE\u201906), 9-16","DOI":"10.1145\/1145581.1145584"},{"key":"9138_CR14","unstructured":"Desharnais JM (1989) Analyse statistique de la productivitie des projets in834 formatique a partie de la technique des point des fonction, Ph.D. thesis, 835 Unpublished Masters Thesis, University of Montreal"},{"key":"9138_CR15","doi-asserted-by":"crossref","unstructured":"Di Martino S, Ferrucci F, Gravino C, Mendes E (2007) Comparing Size Measures for Predicting Web Application Development Effort: A Case Study. Procs. Empirical Software Engineering and Measurement, IEEE press, pp. 324\u2013333","DOI":"10.1109\/ESEM.2007.20"},{"issue":"3","key":"9138_CR16","doi-asserted-by":"crossref","first-page":"1171","DOI":"10.1214\/009053607000000677","volume":"36","author":"T Hofmann","year":"2008","unstructured":"Hofmann T, Sch\u00f6lkopf B, Smola AJ (2008) Kernel methods in machine learning. Ann Stat 36(3):1171\u20131220","journal-title":"Ann Stat"},{"issue":"2","key":"9138_CR17","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1016\/j.eswa.2005.09.024","volume":"31","author":"C-L Huang","year":"2006","unstructured":"Huang C-L, Wang C-J (2006) A GA-based feature selection and parameters optimization for support vector machines. Expert Syst Appl 31(2):231\u2013240","journal-title":"Expert Syst Appl"},{"key":"9138_CR18","volume-title":"Advances in Kernel Methods\u2014 Support Vector Learning","author":"T Joachims","year":"1999","unstructured":"Joachims T (1999) Making large-Scale SVM Learning Practical. In: Sch\u00f6lkopf B, Burges CJC, Smola AJ (eds) Advances in Kernel Methods\u2014 Support Vector Learning. MIT Press, Cambridge, MA"},{"issue":"4","key":"9138_CR19","first-page":"278","volume":"24","author":"BA Kitchenham","year":"1998","unstructured":"Kitchenham BA (1998) A Procedure for Analyzing Unbalanced Datasets. IEEE TSE 24(4):278\u2013301","journal-title":"IEEE TSE"},{"key":"9138_CR20","doi-asserted-by":"crossref","first-page":"47","DOI":"10.5465\/ambpp.2004.13863582","volume":"2004","author":"BA Kitchenham","year":"2004","unstructured":"Kitchenham BA, Mendes E (2004) A Comparison of Cross-company and Single-company Effort Estimation Models for Web Applications. Proc EASE 2004:47\u201355","journal-title":"Proc EASE"},{"issue":"4","key":"9138_CR21","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1109\/52.391832","volume":"12","author":"B Kitchenham","year":"1995","unstructured":"Kitchenham B, Pickard L, Peeger S (1995) Case studies for method and tool evaluation. IEEE Softw 12(4):52\u201362","journal-title":"IEEE Softw"},{"issue":"3","key":"9138_CR22","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1049\/ip-sen:20010506","volume":"148","author":"B Kitchenham","year":"2001","unstructured":"Kitchenham B, Pickard LM, MacDonell SG, Shepperd MJ (2001) What accuracy statistics really measure. IEE Proc Softw 148(3):81\u201385","journal-title":"IEE Proc Softw"},{"key":"9138_CR23","unstructured":"Kitchenham BA, Mendes E, Travassos G (2006) A Systematic Review of Cross- and Within-company Cost Estimation Studies\u201d, Procs. Empirical Assessment in Software Engineering, pp 89-98"},{"issue":"5","key":"9138_CR24","first-page":"316","volume":"33","author":"B Kitchenham","year":"2007","unstructured":"Kitchenham B, Mendes E, Travassos G (2007) Cross versus Within-Company Cost Estimation Studies: A systematic Review. IEEE TSE 33(5):316\u2013329","journal-title":"IEEE TSE"},{"key":"9138_CR25","volume-title":"Applied Statistics for Software Managers","author":"K Maxwell","year":"2002","unstructured":"Maxwell K (2002) Applied Statistics for Software Managers. Software Quality Institute Series, Prentice Hall"},{"key":"9138_CR26","doi-asserted-by":"crossref","unstructured":"Mendes E (2008) The Use of Bayesian Networks for Web Effort Estimation: Further Investigation. Procs. International Conference on Web Engineering","DOI":"10.1109\/ICWE.2008.16"},{"key":"9138_CR27","doi-asserted-by":"crossref","unstructured":"Mendes E, Kitchenham BA (2004) Further Comparison of Cross-company and Within-company Effort Estimation Models for Web Applications. Procs. IEEE Metrics, pp 348-357","DOI":"10.1109\/METRIC.2004.1357920"},{"issue":"6","key":"9138_CR28","first-page":"723","volume":"34","author":"E Mendes","year":"2008","unstructured":"Mendes E, Mosley N (2008) Bayesian Network Models for Web Effort Prediction: A Comparative Study. IEEE TSE 34(6):723\u2013737","journal-title":"IEEE TSE"},{"issue":"3","key":"9138_CR29","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1049\/ip-sen:20020337","volume":"149","author":"E Mendes","year":"2002","unstructured":"Mendes E, Mosley N, Counsell S (2002) Comparison of Length, complexity and functionality as size measures for predicting Web design and authoring effort. IEE Proc Softw 149(3):86\u201392","journal-title":"IEE Proc Softw"},{"issue":"23","key":"9138_CR30","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1023\/A:1023062629183","volume":"8","author":"E Mendes","year":"2003","unstructured":"Mendes E, Counsell S, Mosley N, Triggs C, Watson I (2003c) A Comparative Study of Cost Estimation Models for Web Hypermedia Applications. Empir Software Eng 8(23):163\u2013196","journal-title":"Empir Software Eng"},{"issue":"2","key":"9138_CR31","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/j.jss.2004.08.034","volume":"77","author":"E Mendes","year":"2005","unstructured":"Mendes E, Mosley N, Counsell S (2005a) Investigating Web Size Metrics for Early Web Cost Estimation. J Syst Softw 77(2):157\u2013172","journal-title":"J Syst Softw"},{"key":"9138_CR32","unstructured":"Mendes E, Mosley N, Counsell S (2005) Web Effort Estimation. In: Mendes E, Mosley N (eds)Web Engineering, Springer-Verlag, ISBN: 3-540-28196-7"},{"issue":"5","key":"9138_CR33","doi-asserted-by":"crossref","first-page":"673","DOI":"10.1016\/j.jss.2007.07.044","volume":"81","author":"E Mendes","year":"2008","unstructured":"Mendes E, Martino SD, Ferrucci F, Gravino C (2008) Cross-company vs. single-company web effort models using the Tukutuku database: An extended study. J Syst Softw 81(5):673\u2013690","journal-title":"J Syst Softw"},{"issue":"13\u201315","key":"9138_CR34","doi-asserted-by":"crossref","first-page":"1749","DOI":"10.1016\/j.neucom.2005.12.119","volume":"69","author":"ALI Oliveira","year":"2006","unstructured":"Oliveira ALI (2006) Estimation of software project effort with support vector regression. Neurocomputing 69(13\u201315):1749\u20131753","journal-title":"Neurocomputing"},{"key":"9138_CR35","unstructured":"Sch\u00f6lkopf B (1997) Support Vector Learning. R. Oldenbourg Verlag, Munchen. Doktorarbeit, TU Berlin. Download: http:\/\/www.kernel-machines.org"},{"key":"9138_CR36","doi-asserted-by":"crossref","unstructured":"Sch\u00f6lkopf B, Smola AJ (2002) Learning with Kernels. MIT Press","DOI":"10.7551\/mitpress\/4175.001.0001"},{"key":"9138_CR37","unstructured":"Shepperd MJ, Kadoda G (2001) Using Simulation to Evaluate Prediction Techniques. Procs IEEE Metrics\u201901, London, UK, pp 349-358"},{"issue":"3","key":"9138_CR38","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1023\/B:STCO.0000035301.49549.88","volume":"14","author":"AJ Smola","year":"2004","unstructured":"Smola AJ, Sch\u00f6lkopf B (2004) A tutorial on support vector regression. Stat Comput 14(3):199\u2013222","journal-title":"Stat Comput"},{"key":"9138_CR39","unstructured":"Standish Group International. The Chaos Report; www.standishgroup.com\/sample_research\/PDFpages\/Chaos1994.pdf"},{"key":"9138_CR40","unstructured":"Vapnik V (1998) Statistical Learning Theory. Wiley"},{"key":"9138_CR41","unstructured":"Vapnik V, Chervonenkis A (1964) A note on one class of perceptrons. Automatics and Remote Control 25"},{"key":"9138_CR42","first-page":"774","volume":"24","author":"V Vapnik","year":"1963","unstructured":"Vapnik V, Lerner A (1963) Pattern recognition using generalized portrait method. Autom Remote Control 24:774\u2013780","journal-title":"Autom Remote Control"}],"container-title":["Empirical Software Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10664-010-9138-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10664-010-9138-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10664-010-9138-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,23]],"date-time":"2025-02-23T12:48:36Z","timestamp":1740314916000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10664-010-9138-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,7,29]]},"references-count":42,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2011,4]]}},"alternative-id":["9138"],"URL":"https:\/\/doi.org\/10.1007\/s10664-010-9138-4","relation":{},"ISSN":["1382-3256","1573-7616"],"issn-type":[{"value":"1382-3256","type":"print"},{"value":"1573-7616","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,7,29]]}}}