A Survey on Data Markets

Fuente: arXiv
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Main Authors: Zhang, Jiayao, Bi, Yuran, Cheng, Mengye, Liu, Jinfei, Ren, Kui, Sun, Qiheng, Wu, Yihang, Cao, Yang, Fernandez, Raul Castro, Xu, Haifeng, Jia, Ruoxi, Kwon, Yongchan, Pei, Jian, Wang, Jiachen T., Xia, Haocheng, Xiong, Li, Yu, Xiaohui, Zou, James
Format: Preprint
Published: 2024
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author Zhang, Jiayao
Bi, Yuran
Cheng, Mengye
Liu, Jinfei
Ren, Kui
Sun, Qiheng
Wu, Yihang
Cao, Yang
Fernandez, Raul Castro
Xu, Haifeng
Jia, Ruoxi
Kwon, Yongchan
Pei, Jian
Wang, Jiachen T.
Xia, Haocheng
Xiong, Li
Yu, Xiaohui
Zou, James
author_facet Zhang, Jiayao
Bi, Yuran
Cheng, Mengye
Liu, Jinfei
Ren, Kui
Sun, Qiheng
Wu, Yihang
Cao, Yang
Fernandez, Raul Castro
Xu, Haifeng
Jia, Ruoxi
Kwon, Yongchan
Pei, Jian
Wang, Jiachen T.
Xia, Haocheng
Xiong, Li
Yu, Xiaohui
Zou, James
contents Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the exchange of data products including datasets and data derivatives takes place as a result of data buyers and data sellers being in contact with one another, either directly or through mediating agents. It serves as a coordinating mechanism by which several functions, including the pricing and the distribution of data as the most important ones, interact to make the value of data fully exploited and enhanced. In this article, we present a comprehensive survey of this important and emerging direction from the aspects of data search, data productization, data transaction, data pricing, revenue allocation as well as privacy, security, and trust issues. We also investigate the government policies and industry status of data markets across different countries and different domains. Finally, we identify the unresolved challenges and discuss possible future directions for the development of data markets.
format Preprint
id arxiv_https___arxiv_org_abs_2411_07267
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A Survey on Data Markets
Zhang, Jiayao
Bi, Yuran
Cheng, Mengye
Liu, Jinfei
Ren, Kui
Sun, Qiheng
Wu, Yihang
Cao, Yang
Fernandez, Raul Castro
Xu, Haifeng
Jia, Ruoxi
Kwon, Yongchan
Pei, Jian
Wang, Jiachen T.
Xia, Haocheng
Xiong, Li
Yu, Xiaohui
Zou, James
Computer Science and Game Theory
Artificial Intelligence
Databases
Data is the new oil of the 21st century. The growing trend of trading data for greater welfare has led to the emergence of data markets. A data market is any mechanism whereby the exchange of data products including datasets and data derivatives takes place as a result of data buyers and data sellers being in contact with one another, either directly or through mediating agents. It serves as a coordinating mechanism by which several functions, including the pricing and the distribution of data as the most important ones, interact to make the value of data fully exploited and enhanced. In this article, we present a comprehensive survey of this important and emerging direction from the aspects of data search, data productization, data transaction, data pricing, revenue allocation as well as privacy, security, and trust issues. We also investigate the government policies and industry status of data markets across different countries and different domains. Finally, we identify the unresolved challenges and discuss possible future directions for the development of data markets.
title A Survey on Data Markets
topic Computer Science and Game Theory
Artificial Intelligence
Databases
url https://arxiv.org/abs/2411.07267