A Hybrid Data Cleaning Framework Using Markov Logic Networks

A Hybrid Data Cleaning Framework Using Markov Logic Networks

With the increase of dirty data, data cleaning turns into a crux of data analysis. The accuracy limitation of the existing integrity constraints-based cleaning approaches results from insufficient rules. In this paper, we present a novel hybrid data cleaning framework on top of Markov logic networks...

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Bibliographic Details
Main Authors: Gao, Y. (Author), Ge, C. (Author), Miao, X. (Author), Wang, H. (Author), Yao, B. (Author)
Format: Article
Language:English
Published: IEEE Computer Society 2022
Subjects:
Accuracy limitations
Cleaning
Cleaning frameworks
Computer circuits
Constraint-based
Data cleaning
Dirty data
Hybrid datum
integrity constraints
Integrity constraints
markov logic network
Markov logic networks
Markov processes
Pre-processing
Pre-processing step
Probabilistic logics
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