软件成本估算中的机器学习方法综述

Farhad Akhbardeh, H. Reza
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引用次数: 2

摘要

由于对软件的高需求,软件公司每天都在快速发展,同时软件开发成本也在不断增加。为了克服这种担忧,我们需要一种有效的技术来更准确地估算软件成本,以管理和控制成本,从而使软件更可靠和更具竞争力。默认情况下,软件开发是一个具有挑战性的过程,特别是当我们试图创建准确可靠的软件成本估算时,可能会面临深刻而本质的问题。由于软件过程的高难度和复杂性,这些问题正在加强。本研究的目的是解决使用传统方法估算软件开发成本的困难。进一步确定影响软件成本的可计算实体的必要步骤,并展示利用它们与机器学习方法构建可靠估算方法的研究工作。各种建议的软件成本估算方法与不同的设计评估和收集的结果报告。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Survey of Machine Learning Approach to Software Cost Estimation
Software companies are growing fast every day due to the high demand for software, while software development cost increasing at the same time. In order to overcome this concern, we require an efficient technique for more accurately estimating software costs to manage and control the costs and further make the software more reliable and competitive. Software development by default is a challenging process that may face deep and essential problems especially when we trying to create accurate and reliable software cost estimates. These issues are strengthening due to the high level of difficulty, and complexity of the software process. The goal of this study is to address the difficulties of estimating the software development cost using conventional approaches. Further identifying the necessary steps for computable entities which affect the software cost and presenting the research works that utilize them with machine learning approaches to build a reliable estimation method. The various proposed software cost estimation methods with distinct designs assessed and collected outcomes reported.
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