{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T04:18:03Z","timestamp":1771647483686,"version":"3.50.1"},"reference-count":15,"publisher":"Wiley","license":[{"start":{"date-parts":[[2014,6,3]],"date-time":"2014-06-03T00:00:00Z","timestamp":1401753600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Advances in Software Engineering"],"published-print":{"date-parts":[[2014,6,3]]},"abstract":"<jats:p>The budget computation for software development is affected by the prediction of software development effort and schedule. Software development effort and schedule can be predicted precisely on the basis of past software project data sets. In this paper, a model for object-oriented software development effort estimation using one hidden layer feed forward neural network (OHFNN) has been developed. The model has been further optimized with the help of genetic algorithm by taking weight vector obtained from OHFNN as initial population for the genetic algorithm. Convergence has been obtained by minimizing the sum of squared errors of each input vector and optimal weight vector has been determined to predict the software development effort. The model has been empirically validated on the PROMISE software engineering repository dataset. Performance of the model is more accurate than the well-established constructive cost model (COCOMO).<\/jats:p>","DOI":"10.1155\/2014\/284531","type":"journal-article","created":{"date-parts":[[2014,6,3]],"date-time":"2014-06-03T21:03:53Z","timestamp":1401829433000},"page":"1-6","source":"Crossref","is-referenced-by-count":6,"title":["Prediction Model for Object Oriented Software Development Effort Estimation Using One Hidden Layer Feed Forward Neural Network with Genetic Algorithm"],"prefix":"10.1155","volume":"2014","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9100-9806","authenticated-orcid":true,"given":"Chandra Shekhar","family":"Yadav","sequence":"first","affiliation":[{"name":"Department of Computer Science & Engineering, Noida Institute of Engineering & Technology, Greater Noida 201306, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Raghuraj","family":"Singh","sequence":"additional","affiliation":[{"name":"Department of Computer Science & Engineering, Harcourt Butler Technological Institute, Kanpur 208002, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"issue":"14, part 1","key":"1","first-page":"157","volume":"4","year":"2014","journal-title":"International Journal of Advanced Computer Research"},{"issue":"1","key":"2","doi-asserted-by":"crossref","first-page":"37","DOI":"10.5120\/15542-4367","volume":"90","year":"2014","journal-title":"International Journal of Computer Applications"},{"issue":"4","key":"3","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1080\/09540091.2013.869556","volume":"25","year":"2013","journal-title":"Connection Science"},{"issue":"9","key":"5","doi-asserted-by":"crossref","first-page":"101","DOI":"10.5815\/ijitcs.2013.09.11","volume":"5","year":"2013","journal-title":"International Journal of Information Technology and Computer Science"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.cor.2011.04.005"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2010.02.015"},{"issue":"2","key":"9","doi-asserted-by":"crossref","first-page":"118","DOI":"10.3844\/jcssp.2006.118.123","volume":"2","year":"2006","journal-title":"Journal of Computer Science"},{"issue":"1","key":"10","first-page":"63","volume":"3","year":"2010","journal-title":"International Journal of Software Engineering"},{"issue":"1","key":"11","first-page":"188","volume":"1","year":"2009","journal-title":"International Journal of Recent Trends in Engineering"},{"issue":"2","key":"12","first-page":"145","volume":"22","year":"2009","journal-title":"International Journal of Engineering, Transactions A: Basics"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2004.03.028"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/S0957-4174(01)00021-5"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-5849(01)00192-6"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-5849(00)00114-2"},{"key":"18","year":"2004"}],"container-title":["Advances in Software Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/archive\/2014\/284531.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/archive\/2014\/284531.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/archive\/2014\/284531.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,12,9]],"date-time":"2020-12-09T12:54:57Z","timestamp":1607518497000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/ase\/2014\/284531\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,6,3]]},"references-count":15,"alternative-id":["284531","284531"],"URL":"https:\/\/doi.org\/10.1155\/2014\/284531","relation":{},"ISSN":["1687-8655","1687-8663"],"issn-type":[{"value":"1687-8655","type":"print"},{"value":"1687-8663","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,6,3]]}}}