| 贾一荻,刘璘.中文非功能需求描述的识别与分类方法研究.软件学报,2019,30(10):3115-3126 |
| 中文非功能需求描述的识别与分类方法研究 |
| Recognition and Classification of Non-functional Requirements in Chinese |
| 投稿时间：2018-08-31 修订日期：2018-10-31 |
| DOI：10.13328/j.cnki.jos.005791 |
| 中文关键词: 需求工程 非功能需求 中文文本分类 需求识别 特征词提取 |
| 英文关键词:requirement engineering non-functional requirement Chinese natural language processing requirement recognition feature words extraction |
| 基金项目:国家自然科学基金（61432020） |
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| 摘要点击次数: 1159 |
| 全文下载次数: 660 |
| 中文摘要: |
| 非功能需求描述系统质量相关的属性，是软件设计决策的重要依据和评估标准.与功能需求的描述相比，非功能需求描述通常比较分散，且往往是隐含的.当采集到的需求原始描述内容较多时，逐一进行人工判别和整理需要耗费大量的时间和精力.针对中文自然语言描述的需求文本，提出了自动化的非功能需求识别和分类方法.其中，识别过程旨在从文本中提取出可能包含非功能需求的语句，尽可能地缩小人工检查的范围.分类过程则进一步将包含非功能需求的语句划分到性能、可靠性、可用性、安全性、可维护性这五大类非功能需求类型之中.分类训练和实验测试基于课题组工作项目整理的实验数据集进行，最终，基于一个工业界的实际应用案例数据，验证了方法的有效性. |
| 英文摘要: |
| Non-functional requirements state quality related expectations to a system, is used as important criteria for software design decision making and design evaluation. Comparing to functional requirements descriptions, non-functional requirements statements are often scattered and implicit, which may require much effort to group and interpret manually. This study proposes an automated non-functional requirements recognition and classification approach, which identifies the sentences that are likely to include information about non-functional requirements, to save manual efforts. Then, given non-functional requirements statement is classified into five possible non-functional requirements types, including:performance, reliability, usability, security, and maintainability. The training of classification model and experiment are based on a requirements dataset from the past projects, and then the proposed approach is validated with an industrial project requirements data. |
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