{"title":"The Soft Computing Approach to Program Development Time Estimation","authors":"V. Bhattacherjee","doi":"10.1109/ICIT.2006.84","DOIUrl":null,"url":null,"abstract":"Software effort modeling is one of the fields in which machine learning techniques have proved effective. In this paper, attempt has been made to establish a relation between program development time with respect to its dependence on various program and personnel attributes. A neural network model has been developed to predict the development time of various software programs. The model is a three layer feed forward network with 17 neurons in the hidden layer. The model has 5 inputs and 1 output.","PeriodicalId":161120,"journal":{"name":"9th International Conference on Information Technology (ICIT'06)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2006-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"11","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"9th International Conference on Information Technology (ICIT'06)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIT.2006.84","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 11
Abstract
Software effort modeling is one of the fields in which machine learning techniques have proved effective. In this paper, attempt has been made to establish a relation between program development time with respect to its dependence on various program and personnel attributes. A neural network model has been developed to predict the development time of various software programs. The model is a three layer feed forward network with 17 neurons in the hidden layer. The model has 5 inputs and 1 output.
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