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Managing Linked Nulls in Property Graphs: Tools to Ensure Consistency and Reduce Redundancy

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Advances in Databases and Information Systems (ADBIS 2023)

Abstract

Ensuring the provision of consistent and irredundant data sets remains essential to minimize bugs, promote maintainable application code and obtain dependable results in data analytics. A major challenge in achieving consistency is handling incomplete data, i.e., missing information that may be provided later, comes from the fact that, the use of marked (or linked) nulls is required in many applications to express unknown but connected information. In this context, it is well known that maintaining the data consistent and irredundant is not an easy task. This paper proposes a query-driven incremental maintenance approach for consistent and irredundant incomplete databases. Can graph databases improve the efficiency of this operation? How can graph databases manipulate linked nulls? What is the impact of using graph databases on other essential maintenance operations? This paper presents an innovative approach to answering these questions, highlighting the proposal’s strengths and weaknesses and offering avenues for further research.

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Notes

  1. 1.

    If an update is not rejected, the updated database contains the inserted data and does not contain the deleted ones.

  2. 2.

    https://github.com/neo4j-graph-examples/movies.

  3. 3.

    https://github.com/neo4j-graph-examples/graph-data-science.

  4. 4.

    https://ldbcouncil.org/benchmarks/graphalytics/.

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Acknowledgements

Work partially supported by projet SENDUP (ANR-18-CE23-0010) and developed in the context of the DOING action (MADICS and DIAMS). We express our gratitude to the interns who contributed to this project, in particular Lucas Moret-Bailly for his valuable suggestions.

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Correspondence to Nicolas Hiot .

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Chabin, J., Halfeld-Ferrari, M., Hiot, N., Laurent, D. (2023). Managing Linked Nulls in Property Graphs: Tools to Ensure Consistency and Reduce Redundancy. In: Abelló, A., Vassiliadis, P., Romero, O., Wrembel, R. (eds) Advances in Databases and Information Systems. ADBIS 2023. Lecture Notes in Computer Science, vol 13985. Springer, Cham. https://doi.org/10.1007/978-3-031-42914-9_13

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  • DOI: https://doi.org/10.1007/978-3-031-42914-9_13

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  • Online ISBN: 978-3-031-42914-9

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