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Efficient task-specific data valuation for nearest neighbor algorithms
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} $, how …
is willing to pay for\$$ 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 …
quantitatively? Pricing data, or information goods in general, has been studied and practiced …
A survey of data pricing for data marketplaces
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 …
consumers together and facilitates commoditisation of data amongst them. Data pricing, as a …
Revenue maximization for query pricing
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 …
Several frameworks have already been proposed that study query pricing in theory and …
Dynamic shapley value computation
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 …
computer science field. How to appraise a single datum becomes an imperative problem …
Online pricing with reserve price constraint for personal data markets
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 …
markets, allowing data consumers to launch customized queries over the datasets collected …
Modern data pricing models: Taxonomy and comprehensive survey
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 …
driven applications. The goal of various data markets aims to alleviate the issue of isolated …
Trading aggregate statistics over private internet of things data
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 …
analysis, but it has also raised concerns about the increasing commoditization of personal …
Towards query pricing on incomplete data
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 …
business, governance, etc. This naturally leads to the emergence of many data markets such …
[PDF][PDF] A survey of data pricing methods
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 …
the increasing deployment and use of the Internet of Things have promoted the capture …