36 citations · 76 across the 8 of their papers we have counts for
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cs.LG2020★ 36 cited
DeltaGrad: Rapid retraining of machine learning models
Yinjun Wu, Edgar Dobriban, Susan B. Davidson
Machine learning models are not static and may need to be retrained on slightly changed datasets, for instance, with the addition or deletion of a set of data points. This has many…
cs.LG2020★ 26 cited
PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models
Yinjun Wu, Val Tannen, Susan B. Davidson
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 underst…