Abstract
We propose a data model for investigating constraints that enforce the entity integrity of semi-structured big data. Particular support is given for the volume, variety, and veracity dimensions of big data.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Amalina, F., et al.: Blending big data analytics: review on challenges and a recent study. IEEE Access 8, 3629–3645 (2020)
Armstrong, W.W.: Dependency structures of data base relationships. In: Proceedings of IFIP World Computer Congress, pp. 580–583 (1974)
Brown, P., Link, S.: Probabilistic keys. IEEE Trans. Knowl. Data Eng. 29(3), 670–682 (2017)
Christophides, V., Efthymiou, V., Stefanidis, K.: Entity Resolution in the Web of Data, Synthesis Lectures on the Semantic Web. Morgan & Claypool Publishers (2015)
Codd, E.F.: A relational model of data for large shared data banks. Commun. ACM 13(6), 377–387 (1970)
Date, C.J.: A critique of the SQL database language. SIGMOD Rec. 14(3), 8–54 (1984)
Diederich, J., Milton, J.: New methods and fast algorithms for database normalization. ACM Trans. Database Syst. 13(3), 339–365 (1988)
Dubois, D., Prade, H., Schockaert, S.: Generalized possibilistic logic: foundations and applications to qualitative reasoning about uncertainty. Artif. Intell. 252, 139–174 (2017)
Ganti, V., Sarma, A.D.: Data Cleaning: A Practical Perspective, Synthesis Lectures on Data Management. Morgan & Claypool Publishers (2013)
Hartmann, S., Link, S.: The implication problem of data dependencies over SQL table definitions: axiomatic, algorithmic and logical characterizations. ACM Trans. Database Syst. 37(2), 13:1–13:40 (2012)
Jensen, C.S., Snodgrass, R.T., Soo, M.D.: Extending existing dependency theory to temporal databases. IEEE Trans. Knowl. Data Eng. 8(4), 563–582 (1996)
Köhler, H., Link, S.: Armstrong axioms and Boyce-Codd-Heath normal form under bag semantics. Inf. Process. Lett. 110(16), 717–724 (2010)
Lien, Y.E.: On the equivalence of database models. J. ACM 29(2), 333–362 (1982)
Link, S., Prade, H.: Possibilistic functional dependencies and their relationship to possibility theory. IEEE Trans. Fuzzy Syst. 24(3), 757–763 (2016)
Link, S., Prade, H.: Relational database schema design for uncertain data. Inf. Syst. 84, 88–110 (2019)
Liu, Z.H., Hammerschmidt, B.C., McMahon, D.: JSON data management: supporting schema-less development in RDBMS. In: International Conference on Management of Data, SIGMOD 2014, Snowbird, UT, USA, 22–27 June 2014, pp. 1247–1258 (2014)
Suciu, D., Olteanu, D., Ré, C., Koch, C.: Probabilistic Databases, Synthesis Lectures on Data Management. Morgan & Claypool Publishers (2011)
Thalheim, B.: Dependencies in relational databases. Teubner (1991)
Thalheim, B.: On semantic issues connected with keys in relational databases permitting null values. Elektronische Informationsverarbeitung und Kybernetik 25(1/2), 11–20 (1989)
Wei, Z., Link, S.: Embedded functional dependencies and data-completeness tailored database design. PVLDB 12(11), 1458–1470 (2019)
Zaniolo, C.: Database relations with null values. J. Comput. Syst. Sci. 28(1), 142–166 (1984)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 Springer Nature Switzerland AG
About this paper
Cite this paper
Litvinenko, I., Wei, Z., Link, S. (2021). Modelling Entity Integrity for Semi-structured Big Data. In: Jensen, C.S., et al. Database Systems for Advanced Applications. DASFAA 2021. Lecture Notes in Computer Science(), vol 12681. Springer, Cham. https://doi.org/10.1007/978-3-030-73194-6_9
Download citation
DOI: https://doi.org/10.1007/978-3-030-73194-6_9
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-73193-9
Online ISBN: 978-3-030-73194-6
eBook Packages: Computer ScienceComputer Science (R0)