238 citations · 348 across the 20 of their papers we have counts for
4 papers · 2 filters
Human-Centric Data Cleaning [Vision]
El Kindi Rezig, Mourad Ouzzani, Ahmed K. Elmagarmid +1
Data Cleaning refers to the process of detecting and fixing errors in the data. Human involvement is instrumental at several stages of this process, e.g., to identify and repair er…
Pattern-Driven Data Cleaning
El Kindi Rezig, Mourad Ouzzani, Walid G. Aref +2
Data is inherently dirty and there has been a sustained effort to come up with different approaches to clean it. A large class of data repair algorithms rely on data-quality rules…
DeepER -- Deep Entity Resolution
Muhammad Ebraheem, Saravanan Thirumuruganathan, Shafiq Joty +2
Entity resolution (ER) is a key data integration problem. Despite the efforts in 70+ years in all aspects of ER, there is still a high demand for democratizing ER - humans are heav…
Unsupervised String Transformation Learning for Entity Consolidation
Dong Deng, Wenbo Tao, Ziawasch Abedjan +7
Data integration has been a long-standing challenge in data management with many applications. A key step in data integration is entity consolidation. It takes a collection of clus…