基于数据质量的公平数据定价

doi:10.11959/j.issn.2096-0271.2024025

Abstract

Abstract:

With the explosive growth of data, the digital economy, where data serves as a crucial element, continues to advance.In the context of data markets, establishing a fair and efficient pricing and trading system becomes paramount.Addressing fairness within data markets, this study introduces a data market model based on data quality.Firstly, aiming at user demands, a comprehensive pricing strategy based on data quality is formulated.Secondly, to mitigate malicious fraudulent behaviors from users, a market mechanism ensuring fair data transactions is designed.Lastly, building upon primary data transactions, data cleaning services related to data quality are discussed.A multi-user value allocation mechanism for cleaning is designed using principles from game theory.Experimental results demonstrate that constructing systems according to this model ensures both efficiency and fairness within data markets.

Key words: data market, data pricing, fairness

CLC Number:

TP311

Siying CHEN, Dan ZHANG, Xiaoou DING, Hongzhi WANG. Fair data pricing based on data quality[J]. Big Data Research, 2024, 10(2): 54-67.

Figures/Tables 4

References 20

[1]	李兵兵 . 我国数据市场发展的理论基础与路径[J]. 社会科学动态, 2022(11): 34-37.
	LI B B . Theoretical foundation and path on the development of Chinese data market[J]. Dynamics of Social Sciences, 2022(11): 34-37.
[2]	ZHANG M X , BELTRáN F , LIU J M . A survey of data pricing for data marketplaces[J]. IEEE Transactions on Big Data, 2023,9(4): 1038-1056.
[3]	尹传儒, 金涛, 张鹏 ,等. 数据资产价值评估与定价：研究综述和展望[J]. 大数据, 2021,7(4): 14-27.
	YIN C R , JIN T , ZHANG P ,et al. Assessment and pricing of data assets:research review and prospect[J]. Big Data Research, 2021,7(4): 14-27.
[4]	任洪润, 朱扬勇 . 基于数据市场类型的数据定价模型研究[J]. 大数据, 2023,9(4): 116-138.
	REN H R , ZHU Y Y . Research on data pricing model based on data market type[J]. Big Data Research, 2023,9(4): 116-138.
[5]	李然辉 . 数据资产价值评估模型的理论研究与技术实现探讨[Z]. 2018.
	LI R H . Theoretical research and technical realization of data asset value evaluation model[Z]. 2018.
[6]	YANG J , ZHAO C C , XING C X . Big data market optimization pricing model based on data quality[J]. Complexity,2019, 2019:5964068.
[7]	YU H F , ZHANG M X . Data pricing strategy based on data quality[J]. Computers and Industrial Engineering, 2017,112(C): 1-10.
[8]	HECKMAN J R , BOEHMER E , PETERS E H ,et al. A pricing model for data markets[J]. iSchools, 2015.
[9]	DING X O , WANG H Z , ZHANG D ,et al. A fair data market system with data quality evaluation and repairing recommendation[C]// Proceedings of AsiaPacific Web Conference. Cham:Springer, 2015: 855-858.
[10]	DEEP S , KOUTRIS P , BIDASARIA Y . QIRANA demonstration[J]. Proceedings of the VLDB Endowment, 2017,10(12): 1949-1952.
[11]	PEI J . A survey on data pricing:from economics to data science[J]. IEEE Transactions on Knowledge and Data Engineering, 2022,34(10): 4586-4608.
[12]	CHEN L J , KOUTRIS P , KUMAR A ,et al. Model-based pricing for machine learning in a data marketplace[EB]. arXiv preprint, 2018,arXiv:1805.11450.
[13]	DING X O , WANG H Z , SU J X ,et al. Cleanits[J]. Proceedings of the VLDB Endowment, 2019,12(12): 1786-1789.
[14]	丁小欧, 王宏志, 于晟健 . 工业时序大数据质量管理[J]. 大数据, 2019,5(6): 1-11.
	DING X O , WANG H Z , YU S J . Data quality management of industrial temporal big data[J]. Big Data Research, 2019,5(6): 1-11.
[15]	丁小欧, 王宏志, 张笑影 ,等. 数据质量多种性质的关联关系研究[J]. 软件学报, 2016,27(7): 1626-1644.
	DING X O , WANG H Z , ZHANG X Y ,et al. Association relationships study of multi-dimensional data quality[J]. Journal of Software, 2016,27(7): 1626-1644.
[16]	SIDI F , SHARIAT PANAHY P H , AFFENDEY L S ,et al. Data quality:a survey of data quality dimensions[C]// Proceedings of the 2012 International Conference on Information Retrieval ＆ Knowledge Management. Piscataway:IEEE Press, 2012: 300-304.
[17]	WANG R Y , STOREY V C , FIRTH C P . A framework for analysis of data quality research[J]. IEEE Transactions on Knowledge and Data Engineering, 1995,7(4): 623-640.
[18]	STRONG D M , LEE Y W , WANG R Y . Data quality in context[J]. Communications of the ACM, 1997,40(5): 103-110.
[19]	张小伟, 江东, 袁野 . 基于博弈论和拍卖的数据定价综述[J]. 大数据, 2021,7(4): 61-79.
	ZHANG X W , JIANG D , YUAN Y . A survey of game theory and auction-based data pricing[J]. Big Data Research, 2021,7(4): 61-79.
[20]	SHAPLEY L S . A value for n-person games[M]. Santa Monica: RAND Corporation, 1952.

Metrics

Recommended 0

No Suggested Reading articles found!

学校名称	位置	所属国家	国家代码	申请时间	录取分数
大学1	纽约	美国	001	-	90
大学2	伦敦	英国	0044	12/02/2013	100
大学3	纽约	美国	002	03/12/2013	3.5

项目	University	Weather	Country Code	GDP	Philanthropy
行数	590	20 750	206	72 900	2 798
列数	12	17	27	8	9
平均处理时间	0.075	1.248	0.100	4.230	0.268
平均查询时间	0.037	0.024	0.010	0.054	0.015

Fair data pricing based on data quality

RichHTML

PDF下载

Knowledge

Abstract

Cite this article

share this article

Figures/Tables 4

References 20

Related Articles 13

Metrics

Recommended 0

[1]	Zhitao ZHU, Shijing SI, Jianzong WANG, Ning CHENG, Lingwei KONG, Zhangcheng HUANG, Jing XIAO. A survey on the fairness of federated learning [J]. Big Data Research, 2024, 10(1): 62-85.
[2]	Hongrun REN, Yangyong ZHU. Research on data pricing model based on data market type [J]. Big Data Research, 2023, 9(4): 116-138.
[3]	Hongrun REN, Yangyong ZHU. Data pipeline model: exploration of the overthe-counter form of streaming data [J]. Big Data Research, 2023, 9(3): 15-28.
[4]	Yazhen YE, Yangyong ZHU. Data-Commerce-Ecosystem: data goods, data businessman and data commerce [J]. Big Data Research, 2023, 9(1): 111-125.
[5]	Zhengxun XIA, Jianfei TANG, Shengmei LUO, Yan ZHANG. Exploration and practice of trusted AI governance framework [J]. Big Data Research, 2022, 8(4): 145-164.
[6]	Keman HUANG, Xiaoyong DU. Value chain model of data governance and its application on data governance regulation analysis [J]. Big Data Research, 2022, 8(4): 3-16.
[7]	Yazhen YE, Yangyong ZHU. BoxedData: a data product form based on databox [J]. Big Data Research, 2022, 8(3): 15-25.
[8]	Nan LIU, Xuejing HAO, Yuhong CHEN. A review and comparative analysis of domestic and foreign research on big data pricing methods [J]. Big Data Research, 2021, 7(6): 89-102.
[9]	Xiaowei ZHANG, Dong JIANG, Ye YUAN. A survey of game theory and auction-based data pricing [J]. Big Data Research, 2021, 7(4): 61-79.
[10]	Yuan LI, Ning GAO, Jing SUN, Huiqun ZHAO. Research and exploration of big data transaction model based on blockchain [J]. Big Data Research, 2021, 7(4): 37-48.
[11]	Jingwei WANG, Zhenzhe ZHENG, Fan WU, Guihai CHEN. Blockchain based data marketplace [J]. Big Data Research, 2020, 6(3): 21-35.
[12]	Xiangqian DONG, Bing GUO, Yan SHEN, Xuliang DUAN, Yuncheng SHEN, Hong ZHANG. Data assets value evaluation model based on profit maximization [J]. Big Data Research, 2020, 6(3): 13-20.
[13]	Xiaofeng MENG, Leixia WANG, Junxu LIU. Data privacy,monopoly and fairness for AI [J]. Big Data Research, 2020, 6(1): 35-46.