2 papers
cs.AI2024
Pricing Strategies for Different Accuracy Models from the Same Dataset Based on Generalized Hotelling's Law
Jie Liu, Tao Feng, Yan Jiang +2
We consider a scenario where a seller possesses a dataset and trains it into models of varying accuracies for sale in the market. Due to the reproducibility of data, the datase…
cs.LG2023
Data valuation: The partial ordinal Shapley value for machine learning
Jie Liu, Peizheng Wang, Chao Wu
Data valuation using Shapley value has emerged as a prevalent research domain in machine learning applications. However, it is a challenge to address the role of order in data coop…