The Data Life Cycle

Jeannette M. Wing
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引用次数: 58

Abstract

To put data science in context, we present phases of the data life cycle, from data generation to data interpretation. These phases transform raw bits into value for the end user. Data science is thus much more than data analysis, e.g., using techniques from machine learning and statistics; extracting this value takes a lot of work, before and after data analysis. Moreover, data privacy and data ethics need to be considered at each phase of the life cycle.Keywordsanalysis, collection, data life cycle, ethics, generation, interpretation, management, privacy, storage, story-telling, visualization
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数据生命周期
为了将数据科学置于上下文中,我们介绍了数据生命周期的各个阶段,从数据生成到数据解释。这些阶段将原始比特转换为最终用户的价值。因此,数据科学不仅仅是数据分析,例如,使用机器学习和统计学技术;在数据分析之前和之后提取这个值需要大量的工作。此外,需要在生命周期的每个阶段考虑数据隐私和数据伦理。关键词:分析,收集,数据生命周期,伦理,生成,解释,管理,隐私,存储,讲故事,可视化
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