Is mining software repositories data science? (keynote)

A. Mockus
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引用次数: 5

Abstract

Trick question: what is Data Science? The collection and use of low-veracity data in software repositories and other operational support systems is exploding. It is, therefore, imperative to elucidate basic principles of how such data comes into being and what it means. Are there practices of constructing software data analysis tools that could raise the integrity of their results despite the problematic nature of the underlying data? The talk explores the basic nature of data in operational support systems and considers approaches to develop engineering practices for software mining tools.
挖掘软件存储库是数据科学吗?(主题)
难题:什么是数据科学?在软件存储库和其他操作支持系统中收集和使用低准确性数据的情况呈爆炸式增长。因此,必须阐明这些数据如何产生及其含义的基本原则。是否存在构建软件数据分析工具的实践,可以提高其结果的完整性,尽管底层数据有问题的本质?讲座探讨了操作支持系统中数据的基本性质,并考虑了为软件挖掘工具开发工程实践的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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