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Theoretical Model and Practical Considerations for Data Lineage Reconstruction

2020/01/30 by Egor Pushkin, Pushkin, Egor
Computer Science · Decision Sciences · #Data Quality and Management #Databases (cs.DB) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Scientific Computing and Data Management

paper · pdf · doi:10.48550/arxiv.2001.11506

openalex publication_date 2020/01/30 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

We live in a world driven by data. The amount of it outgrows anyone's ability to oversee it or even observe its scope. Along with all the advances in the space of data management, there is still a significant lack of formalism and standardization around defining data ecosystems and processes occurring within those. In order to address the issue we propose a notation for data flow modeling and evaluate some of the most common applications of it based on real-world use cases. To facilitate future work, we provide detailed reference of the data model we defined and consider potential programming paradigms.

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