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Size Estimation of OLAP Systems

机译:OLAP系统的大小估算

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Software size estimation at early stages of project development holds great significance to meet the competitive demands of software industry. Software size represents one of the most interesting internal attributes which has been used in several effort/cost models as a predictor of effort and cost needed to design and implement the software. The whole world is focusing towards object oriented paradigm thus it is essential to use an accurate methodology for measuring the size of object oriented projects. The class point approach is used to quantify classes which are the logical building blocks in object oriented paradigm. In this paper, we propose a class point based approach for software size estimation of On-Line Analytical Processing (OLAP) systems. OLAP is an approach to swiftly answer decision support queries based on multidimensional view of data. Materialized views can significantly reduce the execution time for decision support queries. We perform a case study based on the TPC-H benchmark which is a representative of OLAP System. We have used a Greedy based approach to determine a good set of views to be materialized. A fter finding the number of views, the class point approach is used to estimate the size of an OLAP System The results of our approach are validated
机译:项目开发初期的软件规模估算对于满足软件行业的竞争需求具有重要意义。软件大小代表最有趣的内部属性之一,已在多个工作量/成本模型中用作预测设计和实现软件所需的工作量和成本的指标。全世界都在关注面向对象的范例,因此使用精确的方法来测量面向对象的项目的规模至关重要。类点方法用于量化类,这些类是面向对象范式中的逻辑构建块。在本文中,我们提出了一种基于类点的方法来进行在线分析处理(OLAP)系统的软件大小估计。 OLAP是一种基于多维数据视图快速回答决策支持查询的方法。物化视图可以大大减少决策支持查询的执行时间。我们基于OLAP系统的代表TPC-H基准进行案例研究。我们使用了基于贪婪的方法来确定要实现的一组好的视图。在找到视图数量之后,使用类点方法来估计OLAP系统的大小。我们方法的结果得到了验证

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