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Automatic summarization of API reviews

机译:自动总结API审核

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摘要

With the proliferation of online developer forums as informal documentation, developers often share their opinions about the APIs they use. However, given the plethora of opinions available for an API in various online developer forums, it can be challenging for a developer to make informed decisions about the APIs. While automatic summarization of opinions have been explored for other domains (e.g., cameras, cars), we found little research that investigates the benefits of summaries of public API reviews. In this paper, we present two algorithms (statistical and aspect-based) to summarize opinions about APIs. To investigate the usefulness of the techniques, we developed, Opiner, an online opinion summarization engine that presents summaries of opinions using both our proposed techniques and existing six off-the-shelf techniques. We investigated the usefulness of Opiner using two case studies, both involving professional software engineers. We found that developers were interested to use our proposed summaries much more frequently than other summaries (daily vs once a year) and that while combined with Stack Overflow, Opiner helped developers to make the right decision with more accuracy and confidence and in less time.
机译:随着在线开发人员论坛作为非正式文档的泛滥,开发人员经常就使用的API交流意见。但是,考虑到各种在线开发人员论坛中关于API的大量观点,对于开发人员做出有关API的明智决定可能会充满挑战。虽然已针对其他领域(例如,相机,汽车)探索了意见的自动摘要,但是我们发现很少有研究可对公开API审核摘要的好处进行调查。在本文中,我们提出了两种算法(基于统计和基于方面的)来总结关于API的观点。为了研究这些技术的实用性,我们开发了Opiner,这是一个在线意见汇总引擎,可以使用我们提出的技术和现有的六种现成技术来提供意见摘要。我们使用两个案例研究了Opiner的有用性,这两个案例都涉及专业软件工程师。我们发现开发人员比其他摘要(每天与每年一次)更频繁地使用建议的摘要,并且与Stack Overflow结合使用时,Opiner帮助开发人员以更高的准确性和信心以及更少的时间做出正确的决定。

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