{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,16]],"date-time":"2026-03-16T23:00:46Z","timestamp":1773702046028,"version":"3.50.1"},"publisher-location":"Cham","reference-count":29,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319049472","type":"print"},{"value":"9783319049489","type":"electronic"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-319-04948-9_18","type":"book-chapter","created":{"date-parts":[[2014,2,19]],"date-time":"2014-02-19T15:32:39Z","timestamp":1392823959000},"page":"213-224","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Software Cost and Duration Estimation Based on Distributed Project Data: A General Framework"],"prefix":"10.1007","author":[{"given":"Safae","family":"Laqrichi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fran\u00e7ois","family":"Marmier","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Didier","family":"Gourc","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,2,20]]},"reference":[{"issue":"1","key":"18_CR1","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. Journal of Systems and Software, 70(1), 37\u201360.","journal-title":"Journal of Systems and Software"},{"key":"18_CR2","volume-title":"Software cost estimation with cocomo II","author":"B Boehm","year":"2000","unstructured":"Boehm, B. (2000). Software cost estimation with cocomo II. New Jersey: Prentice-Hall."},{"key":"18_CR3","doi-asserted-by":"crossref","unstructured":"Pillai K., & Sukumaran Nair, V. S. (1997). A model for software development effort and cost estimation. IEEE Transactions on Software Engineering, 23(8), 485\u2013497.","DOI":"10.1109\/32.624305"},{"issue":"10","key":"18_CR4","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1016\/0950-5849(92)90068-Z","volume":"34","author":"FJ Heemstra","year":"1992","unstructured":"Heemstra, F. J. (1992). Software cost estimation. Information and Software Technology, 34(10), 627\u2013639.","journal-title":"Information and Software Technology"},{"key":"18_CR5","unstructured":"Dave, V. S., & Dutta, K. (2012). Neural network based models for software effort estimation: A review. Artificial Intelligence Review, 1\u201313."},{"key":"18_CR6","unstructured":"Laqrichi, S., Marmier, F., & Gourc, D. (2013). Toward an effort estimation model for information system project integrating risk. In International Conference on Production Research (ICPR22)"},{"key":"18_CR7","unstructured":"Idri, A. (2003). Un mod\u00e8le intelligent d\u2019estimation des co\u00fbts de d\u00e9veloppement de logiciels, Universit\u00e9 du Qu\u00e9bec \u00e0 Montr\u00e9al."},{"key":"18_CR8","volume-title":"Software engineering economics","author":"BW Boehm","year":"1981","unstructured":"Boehm, B. W. (1981). Software engineering economics. Upper Saddle River: Prentice Hall."},{"issue":"3","key":"18_CR9","first-page":"68","volume":"7","author":"S. Basha","year":"2010","unstructured":"Basha, S., & Ponnurangam, D. (2010). Analysis of empirical software effort estimation models, International Journal of Computer Science and Information Security IJCSIS, 7(3), 68\u201377.","journal-title":"International Journal of Computer Science and Information Security IJCSIS"},{"key":"18_CR10","doi-asserted-by":"crossref","unstructured":"Kok, P. A. M., Kitchenham, D. B. A., & Kirawkowski, D. J. (1990). The MERMAID Approach to software cost estimation, In ESPRIT\u201990 (pp. 296\u2013314). Netherlands: Springer.","DOI":"10.1007\/978-94-009-0705-8_21"},{"issue":"1","key":"18_CR11","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.infsof.2004.05.001","volume":"47","author":"P. Sentas","year":"2005","unstructured":"Sentas, P., Angelis, L., Stamelos, I. & Bleris, G. (2005). Software productivity and effort prediction with ordinal regression. Information and Software Technology, 47(1), 17\u201329.","journal-title":"Information and Software Technology"},{"key":"18_CR12","unstructured":"Haykin, S. S. (1999). Neural networks: A comprehensive foundation. Upper Saddle River: Prentice Hall International."},{"key":"18_CR13","doi-asserted-by":"crossref","unstructured":"de Barcelos Tronto, I. F., Da Silva, J. D. S., & Sant\u2019Anna, N. (2007). Comparison of artificial neural network and regression models in software effort estimation. International Joint Conference on Neural Networks IJCNN 2007, (pp. 771\u2013776).","DOI":"10.1109\/IJCNN.2007.4371055"},{"key":"18_CR14","doi-asserted-by":"crossref","unstructured":"Idri, A., Khoshgoftaar, T. M., & Abran, A. Can neural networks be easily interpreted in software cost estimation?. Proceedings of the 2002 IEEE International Conference on Fuzzy Systems FUZZ-IEEE\u201902, 2, 1162\u20131167.","DOI":"10.1109\/FUZZ.2002.1006668"},{"issue":"4","key":"18_CR15","first-page":"11","volume":"7","author":"A. Idri","year":"2010","unstructured":"Idri, A., Zakrani, A. & Zahi, A. (2010). Design of radial basis function neural networks for software effort estimation. International Journal of Computer Science Issues, 7(4), 11.","journal-title":"International Journal of Computer Science Issues"},{"issue":"3","key":"18_CR16","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1016\/S0164-1212(97)00055-1","volume":"39","author":"G. R. Finnie","year":"1997","unstructured":"Finnie, G. R., Wittig, G. E. & Desharnais, J.-M. (1997). A comparison of software effort estimation techniques: Using function points with neural networks, case-based reasoning and regression models. Journal of Systems and Software, 39(3), 281\u2013289.","journal-title":"Journal of Systems and Software"},{"issue":"15","key":"18_CR17","doi-asserted-by":"publisher","first-page":"911","DOI":"10.1016\/S0950-5849(02)00128-3","volume":"44","author":"A Heiat","year":"2002","unstructured":"Heiat, A. (2002). Comparison of artificial neural network and regression models for estimating software development effort. Information and Software Technology, 44(15), 911\u2013922.","journal-title":"Information and Software Technology"},{"issue":"9\u201310","key":"18_CR18","first-page":"879","volume":"50","author":"S.-J. Huang","year":"2008","unstructured":"Huang, S.-J., Chiu, N.-H., & Liu, Y.-J. (2008). A comparative evaluation on the accuracies of software effort estimates from clustered data. Information and Software Technology, 50(9\u201310), 879\u2013888.","journal-title":"Information"},{"key":"18_CR19","doi-asserted-by":"crossref","unstructured":"Neto, A. M., Rittner, L., Leite, N., Zampieri, D. E., Lotufo, R. & Mendeleck, A. (2007). Pearson\u2019s correlation coefficient for discarding redundant information in real time autonomous navigation system. In IEEE International Conference on Control Applications. CCA 2007, (pp. 426\u2013431).","DOI":"10.1109\/CCA.2007.4389268"},{"key":"18_CR20","doi-asserted-by":"crossref","unstructured":"Refaeilzadeh, P., Tang, L., & Liu, H. (2009) Cross-validation. In L. Liu & T. \u00d6zsu (Eds.), Encyclopedia of database systems (pp. 532\u2013538). New York, USA: Springer.","DOI":"10.1007\/978-0-387-39940-9_565"},{"key":"18_CR21","unstructured":"Boetticher, G. (2001). An assessment of metric contribution in the construction of a neural network-based effort estimator. In Second International Workshop on Soft Computing Applied to Software Engineering, Enschede, NL, 2001."},{"issue":"4","key":"18_CR22","first-page":"111","volume":"1","author":"B. Karlik","year":"2011","unstructured":"Karlik, B. & Olgac, A. V. (2011). Performance analysis of various activation functions in generalized MLP architectures of neural networks. International Journal of Artificial Intelligence and Expert Systems, 1(4), 111\u2013122.","journal-title":"International Journal of Artificial Intelligence and Expert Systems"},{"issue":"4","key":"18_CR23","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1016\/S0957-4174(01)00042-2","volume":"21","author":"T. T. Moores","year":"2001","unstructured":"Moores, T. T. (2001). Developing a software size model for rule-based systems: A case study. Expert Systems with Applications, 21(4), 229\u2013237.","journal-title":"Expert Systems with Applications"},{"issue":"5","key":"18_CR24","doi-asserted-by":"publisher","first-page":"416","DOI":"10.1145\/22899.22906","volume":"30","author":"CF Kemerer","year":"1987","unstructured":"Kemerer, C. F. (1987). An empirical validation of software cost estimation models. Communications of the ACM, 30(5), 416\u2013429.","journal-title":"Communications of the ACM"},{"key":"18_CR25","unstructured":"Garavaglia, S., & Sharma, A. (1998). A smart guide to dummy variables: Four applications and a macro. Proceedings of the Northeast SAS Users Group Conference."},{"key":"18_CR26","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1214\/009053604000001048","volume":"33","author":"A. Gelman","year":"2005","unstructured":"Gelman, A. (2005). Analysis of variance: Why it is more important than ever. Annals of Statistics, 33, 1\u201353.","journal-title":"Annals of Statistics"},{"key":"18_CR27","unstructured":"Boetticher, G., & Eichmann, D. (1993). A neural network paradigm for characterizing reusable software. Proceedings of the first Australian Conference on Software Metrics, (pp. 18\u201319)."},{"key":"18_CR28","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1016\/j.dss.2013.05.002","volume":"56","author":"F. Marmier","year":"2013","unstructured":"Marmier, F., Gourc, D. & Laarz, F. (2013). A risk oriented model to assess strategic decisions in new product development projects. Decision Support Systems, 56, 74\u201382","journal-title":"Decision Support Systems"},{"issue":"2","key":"18_CR29","doi-asserted-by":"crossref","first-page":"214","DOI":"10.1016\/j.ijpe.2010.11.023","volume":"142","author":"T. H. Nguyen","year":"2013","unstructured":"Nguyen, T. H., Marmier, F. & Gourc, D. (2013). A decision-making tool to maximize chances of meeting project commitments. International Journal of Production Economics. 142(2), 214\u2013224","journal-title":"International Journal of Production Economics"}],"container-title":["Proceedings of the I-ESA Conferences","Enterprise Interoperability VI"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-04948-9_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T21:56:16Z","timestamp":1746136576000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-04948-9_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783319049472","9783319049489"],"references-count":29,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-04948-9_18","relation":{},"ISSN":["2199-2533","2199-2541"],"issn-type":[{"value":"2199-2533","type":"print"},{"value":"2199-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014]]},"assertion":[{"value":"20 February 2014","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}