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http://hdl.handle.net/1942/42131
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DC Field | Value | Language |
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dc.contributor.author | BYLOIS, Niels | - |
dc.contributor.author | NEVEN, Frank | - |
dc.contributor.author | VANSUMMEREN, Stijn | - |
dc.date.accessioned | 2024-01-15T15:08:05Z | - |
dc.date.available | 2024-01-15T15:08:05Z | - |
dc.date.issued | 2023 | - |
dc.date.submitted | 2024-01-09T09:55:02Z | - |
dc.identifier.citation | Abelló, Alberto; Vassiliadis, Panos; Romero, Oscar; Wrembel, Robert (Ed.). Advances in Databases and Information Systems 27th European Conference, ADBIS 2023, Barcelona, Spain, September 4–7, 2023, Proceedings, Springer, p. 210 -223 | - |
dc.identifier.isbn | 9783031429132 | - |
dc.identifier.isbn | 9783031429149 | - |
dc.identifier.issn | 0302-9743 | - |
dc.identifier.issn | 1611-3349 | - |
dc.identifier.uri | http://hdl.handle.net/1942/42131 | - |
dc.description.abstract | We present a data ingestion quality validation approach using conditional metrics, a novel form of metrics that compute data quality metrics over specific parts of the ingestion data. We propose a method that automatically derives conditional metrics from historical ingestion sequences, using stability as a selection criterion for implementing these metrics as data unit tests. If an ingestion batch fails any unit tests, we show how conditional metrics can be utilized to identify potential errors. We show the effectiveness of our approach through an evaluation on a real world data set under various error scenarios. | - |
dc.language.iso | en | - |
dc.publisher | Springer | - |
dc.relation.ispartofseries | Lecture notes in computer science | - |
dc.rights | This version of the contribution has been accepted for publication, after peer review but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: https://doi.org/10.1007/978-3-031-42914-9_15. Use of this Accepted Version is subject to the publisher’s Accepted Manuscript terms of use https://www.springernature.com/gp/open-research/policies/accepted-manuscript-terms | - |
dc.subject.other | data cleaning | - |
dc.subject.other | data profiling | - |
dc.subject.other | dynamic data | - |
dc.title | Data Ingestion Validation through Stable Conditional Metrics with Ranking and Filtering | - |
dc.type | Proceedings Paper | - |
local.bibliographicCitation.authors | Abelló, Alberto | - |
local.bibliographicCitation.authors | Vassiliadis, Panos | - |
local.bibliographicCitation.authors | Romero, Oscar | - |
local.bibliographicCitation.authors | Wrembel, Robert | - |
local.bibliographicCitation.conferencedate | Barcelona, Spain | - |
local.bibliographicCitation.conferencename | 27th European Conference, ADBIS 2023 | - |
local.bibliographicCitation.conferenceplace | September 4–7, 2023 | - |
dc.identifier.epage | 223 | - |
dc.identifier.spage | 210 | - |
dc.identifier.volume | 13985 | - |
local.bibliographicCitation.jcat | C1 | - |
local.type.refereed | Refereed | - |
local.type.specified | Proceedings Paper | - |
local.relation.ispartofseriesnr | 13985 | - |
local.type.programme | VSC | - |
dc.identifier.doi | 10.1007/978-3-031-42914-9_15 | - |
dc.identifier.eissn | 1611-3349 | - |
local.provider.type | CrossRef | - |
local.bibliographicCitation.btitle | Advances in Databases and Information Systems 27th European Conference, ADBIS 2023, Barcelona, Spain, September 4–7, 2023, Proceedings | - |
local.uhasselt.international | no | - |
item.fulltext | With Fulltext | - |
item.fullcitation | BYLOIS, Niels; NEVEN, Frank & VANSUMMEREN, Stijn (2023) Data Ingestion Validation through Stable Conditional Metrics with Ranking and Filtering. In: Abelló, Alberto; Vassiliadis, Panos; Romero, Oscar; Wrembel, Robert (Ed.). Advances in Databases and Information Systems 27th European Conference, ADBIS 2023, Barcelona, Spain, September 4–7, 2023, Proceedings, Springer, p. 210 -223. | - |
item.accessRights | Embargoed Access | - |
item.contributor | BYLOIS, Niels | - |
item.contributor | NEVEN, Frank | - |
item.contributor | VANSUMMEREN, Stijn | - |
item.embargoEndDate | 2024-08-28 | - |
crisitem.journal.issn | 0302-9743 | - |
Appears in Collections: | Research publications |
Files in This Item:
File | Description | Size | Format | |
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main.pdf Until 2024-08-28 | Peer-reviewed author version | 349.9 kB | Adobe PDF | View/Open Request a copy |
978-3-031-42914-9_15.pdf Restricted Access | Published version | 517.26 kB | Adobe PDF | View/Open Request a copy |
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