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Found 3 papers, 2 papers with code
FairEM360: A Suite for Responsible Entity Matching
Entity matching is one the earliest tasks that occur in the big data pipeline and is alarmingly exposed to unintentional biases that affect the quality of data.
Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching
Entity matching (EM) is a challenging problem studied by different communities for over half a century.
Representation Bias in Data: A Survey on Identification and Resolution Techniques
Data-driven algorithms are only as good as the data they work with, while data sets, especially social data, often fail to represent minorities adequately.
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