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MACHINE-LEARNING AUTOMATED STRUCTURAL QUALITY ANALYSIS

机译:机器学习自动结构质量分析

摘要

A method, computer program product, and a system where a processor(s) obtains, a requirement comprising a structure defined by textual content. The processor(s) identifies content relevant to predefined label(s) in the structure, based on applying a natural language classification algorithm to the structure; each predefined label indicates an atomic function. The processor(s) generates via the natural language classification algorithm, an array of values for each label; each value corresponds to a level of confidence the natural language classification algorithm correctly identified the atomic function indicated by each predefined label, in the structure. The processor(s) ranks the values in the array of values by confidence level, pairing values with labels. The processor(s) evaluates the pairs, utilizing a linear regression, to identify a portion of the pairs relevant to the requirement which are above a relevance threshold. The processor(s) generate a structural quality value for the requirement from a fixed set.
机译:一种方法,计算机程序产品和系统,其中处理器获得包括由文本内容定义的结构的需求。处理器基于将自然语言分类算法应用于结构,来识别与结构中的预定义标签有关的内容;每个预定义的标签表示一个原子函数。处理器通过自然语言分类算法生成每个标签的值数组;每个值都对应于自然语言分类算法正确识别结构中每个预定义标签指示的原子功能的置信度。处理器按置信度对值数组中的值进行排序,将值与标签配对。处理器利用线性回归评估对,以识别与需求相关的对中高于相关性阈值的部分。处理器从固定集合中生成针对要求的结构质量值。

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