182 citations · 256 across the 4 of their papers we have counts for
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cs.LG2019
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms
Ruoxi Jia, David Dao, Boxin Wang +6
Given a data set containing millions of data points and a data consumer who is willing to pay for $ to train a machine learning (ML) model over , how…
cs.LG2019★ 5 cited
Quantitative Overfitting Management for Human-in-the-loop ML Application Development with ease.ml/meter
Frances Ann Hubis, Wentao Wu, Ce Zhang
Simplifying machine learning (ML) application development, including distributed computation, programming interface, resource management, model selection, etc, has attracted intens…
cs.LG2019★ 182 cited
Towards Efficient Data Valuation Based on the Shapley Value
Ruoxi Jia, David Dao, Boxin Wang +7
"How much is my data worth?" is an increasingly common question posed by organizations and individuals alike. An answer to this question could allow, for instance, fairly distribut…