Efficient task-specific data valuation for nearest neighbor algorithms

R Jia, D Dao, B Wang, FA Hubis, NM Gurel, B Li… - arxiv preprint arxiv …, 2019 - arxiv.org
Given a data set $\mathcal {D} $ containing millions of data points and a data consumer who
is willing to pay for\$$ X $ to train a machine learning (ML) model over $\mathcal {D} $, how …

A survey on data pricing: from economics to data science

J Pei - IEEE Transactions on knowledge and Data …, 2020 - ieeexplore.ieee.org
Data are invaluable. How can we assess the value of data objectively, systematically and
quantitatively? Pricing data, or information goods in general, has been studied and practiced …

A survey of data pricing for data marketplaces

M Zhang, F Beltrán, J Liu - IEEE Transactions on Big Data, 2023 - ieeexplore.ieee.org
A data marketplace is an online venue that brings data owners, data brokers, and data
consumers together and facilitates commoditisation of data amongst them. Data pricing, as a …

Revenue maximization for query pricing

S Chawla, S Deep, P Koutris, Y Teng - arxiv preprint arxiv:1909.00845, 2019 - arxiv.org
Buying and selling of data online has increased substantially over the last few years.
Several frameworks have already been proposed that study query pricing in theory and …

Dynamic shapley value computation

J Zhang, H **a, Q Sun, J Liu, L **ong… - 2023 IEEE 39th …, 2023 - ieeexplore.ieee.org
With the prevalence of data-driven research, data valuation has attracted attention from the
computer science field. How to appraise a single datum becomes an imperative problem …

Online pricing with reserve price constraint for personal data markets

C Niu, Z Zheng, F Wu, S Tang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The society's insatiable appetites for personal data are driving the emergence of data
markets, allowing data consumers to launch customized queries over the datasets collected …

Modern data pricing models: Taxonomy and comprehensive survey

X Miao, H Peng, X Huang, L Chen, Y Gao… - arxiv preprint arxiv …, 2023 - arxiv.org
Data play an increasingly important role in smart data analytics, which facilitate many data-
driven applications. The goal of various data markets aims to alleviate the issue of isolated …

Trading aggregate statistics over private internet of things data

Z He, Z Cai - IEEE Transactions on Computers, 2023 - ieeexplore.ieee.org
The exponential growth of Internet of Things (IoT) data has pushed the boundaries of data
analysis, but it has also raised concerns about the increasing commoditization of personal …

Towards query pricing on incomplete data

X Miao, Y Gao, L Chen, H Peng… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Data have significant economic or social value in many application fields including science,
business, governance, etc. This naturally leads to the emergence of many data markets such …

[PDF][PDF] A survey of data pricing methods

M Zhang, F Beltrán - SSRN J, 2020 - researchgate.net
The advancement of information technologies such as Web 2.0 and Cloud Computing and
the increasing deployment and use of the Internet of Things have promoted the capture …