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Clock-G: Temporal Graph Management System

Тип публикацииBook Chapter
Дата публикации2023-09-21
scimago Q2
SJR0.352
CiteScore2.4
Impact factor
ISSN03029743, 16113349, 18612075, 18612083
Краткое описание
Graphs are a ubiquitous data model for capturing entities and their relationships. Since most graphs that model real-world networks evolve over time, efficiently managing temporal graphs is an important problem from both a theoretical and practical perspective. Querying the history of temporal graphs can lead to new applications such as object tracking, anomaly detection, and predicting future behavior. However, existing commercial graph databases lack native temporal support, hindering their usefulness in these use cases. This paper introduces Clock-G, a temporal graph management system designed to handle the history temporal graphs. What differentiates Clock-G from other temporal graph management systems is its comprehensive approach, covering query language, query processing, and physical storage. We define T-Cypher, a temporal extension of Cypher query language, enabling user-friendly and concise querying of the graph’s history. Additionally, we propose a query processor that utilizes temporal statistics collected from underlying temporal graphs to offer a good evaluation plan for T-Cypher queries. We also propose a novel storage technique that balances space usage and query evaluation time.
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IEEE International Conference on Data Mining Workshops (ICDM Workshops)
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Institute of Electrical and Electronics Engineers (IEEE)
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ГОСТ |
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Massri M. et al. Clock-G: Temporal Graph Management System // Lecture Notes in Computer Science. 2023. pp. 1-40.
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Massri M., Miklos Z., Raipin P., Meye P. Clock-G: Temporal Graph Management System // Lecture Notes in Computer Science. 2023. pp. 1-40.
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TY - GENERIC
DO - 10.1007/978-3-662-68014-8_1
UR - https://doi.org/10.1007/978-3-662-68014-8_1
TI - Clock-G: Temporal Graph Management System
T2 - Lecture Notes in Computer Science
AU - Massri, Maria
AU - Miklos, Zoltan
AU - Raipin, Philippe
AU - Meye, Pierre
PY - 2023
DA - 2023/09/21
PB - Springer Nature
SP - 1-40
SN - 0302-9743
SN - 1611-3349
SN - 1861-2075
SN - 1861-2083
ER -
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@incollection{2023_Massri,
author = {Maria Massri and Zoltan Miklos and Philippe Raipin and Pierre Meye},
title = {Clock-G: Temporal Graph Management System},
publisher = {Springer Nature},
year = {2023},
pages = {1--40},
month = {sep}
}
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