A New Hybrid model of Multi-layer Perceptron Artificial Neural Network and Genetic Algorithms in Web Design Management Based on CMS
A New Hybrid model of Multi-layer Perceptron Artificial Neural Network and Genetic Algorithms in Web Design Management Based on CMS
复制标题
基于CMS的网页设计管理中多层感知器人工神经网络与遗传算法的新型混合模型
DOI：
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发表时间：
2018
期刊：
影响因子：
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通讯作者：
F. S. Gharehchopogh
中科院分区：
文献类型：
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作者：
M. Aghazadeh;F. S. Gharehchopogh
近年来，网站的规模和复杂性显著增长。由于这种增长，维持大部分资源的需要已经加强。内容管理系统（cms）是根据用户日益增长的需求而出现的软件。随着内容管理系统的出现，诸如领域、预先设计模块的开发、图形、优化和替代支持等因素已成为影响软件和基于web的项目成本的因素。这些因素相继对先前引入的成本估算模型提出了挑战。本文提出了一种估算内容管理系统设计的网站成本的混合方法。该方法将遗传算法与多层感知器（MLP）相结合。通过比较正确分类和错误分类数据的数量和Kappa系数（表示集之间的相关系数）来评价结果。根据得到的结果，该方法在测试数据集上的Kappa系数为：0.82%，遗传算法为0.06%，MLP人工神经网络（ANN）为0.54%。基于这些结果；可以说，本文提出的方法可以作为估算内容管理系统设计的网站成本的一种考虑方法。
The size and complexity of websites have grown significantly during recent years. In line with this growth, the need to maintain most of the resources has been intensified. Content Management Systems (CMSs) are software that was presented in accordance with increased demands of users. With the advent of Content Management Systems, factors such as: domains, predesigned module’s development, graphics, optimization and alternative support have become factors that influenced the cost of software and web-based projects. Consecutively, these factors have challenged the previously introduced cost estimation models. This paper provides a hybrid method in order to estimate the cost of websites designed by content management systems. The proposed method uses a combination of genetic algorithm and Multilayer Perceptron (MLP). Results have been evaluated by comparing the number of correctly classified and incorrectly classified data and Kappa coefficient, which represents the correlation coefficient between the sets. According to the obtained results, the Kappa coefficient on testing data set equals to: 0.82 percent for the proposed method, 0.06 percent for genetic algorithm and 0.54 percent for MLP Artificial Neural Network (ANN). Based on these results; it can be said that, the proposed method can be used as a considered method in order to estimate the cost of websites designed by content management systems.