PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models

SIGMOD/PODS '20: International Conference on Management of Data Portland OR USA June, 2020, pp. 447-462, 2020.

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Abstract:

The ubiquitous use of machine learning algorithms brings new challenges to traditional database problems such as incremental view update. Much effort is being put in better understanding and debugging machine learning models, as well as in identifying and repairing errors in training datasets. Our focus is on how to assist these activitie...More

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