Bulletin of Chinese Academy of Sciences (Chinese Version)
Keywords
data capitalization; data pricing; privacy protection
Document Type
Article
Abstract
Embedded and wearable devices are becoming pervasive, with various sensors collecting user data. With the infrastructure of Internet and cloud computing, it is now much easir to transfer and manage these data. And with deep learning, we can fully mine the value in data. Nevertheless, data needs to be processed with a long workflow, from raw material to final product. Within this workflow, the economic factor would be the most significant force. Therefore, in this article, we discuss the issues in data capitalization. To move data from raw material to final product, we need to consider many aspects, including its pricing, and privacy protection.
First page
791
Last Page
795
Language
Chinese
Publisher
Bulletin of Chinese Academy of Sciences
References
Glorot X, Bengio Y. Understanding the difficulty of training deep feedforward neural networks. Journal of Machine Learning Research, 2010, (9):249-256.
Manyika J, Chui M, Brown B, et al. Big data:The next frontier for innovation, competition, and productivity. America:McKinsey Global Institute, 2011.
McAfee A, Brynjolfsson E. Big data:The management revolution. Harvard Business Review, 2012, 90(10):60-66.
Rahm E, Hong H D. Data cleaning:Problems and current approaches. IEEE Data Eng Bull. 2000, 23(23):3-13.
Auer S, Bizer C, Kobilarov G, et al. DBpedia: A Nucleus for a Web of Open Data. In: The Semantic Web. Heidelberg: Springer Berlin Heidelberg, 2007: 11-15.
Hall D L, Llinas J. An introduction to multisensor data fusion. Proceedings of the IEEE, 2002, 85(1):6-23.
Trnka A. Big data analysis. European Journal of Science and Theology, 2014, 10(1):143-148.
Wu X, Zhu X, Wu G Q, et al. Data mining with big data. IEEE Transactions on Knowledge & Data Engineering, 2013, 26(1):97-107.
Chen H, Chiang R H L, Storey V C. Business intelligence and analytics:from big data to big impact. Mis Quarterly, 2012, 36(4):1165-1188.
Murdoch T B, Detsky A S. The inevitable application of big data to health care. JAMA, 2013, 309(13):1351-1352.
Viktor M S, Cukier K. Big Data:A Revolution That Will Transform How We Live, Work, and Think. London:John Murray, 2013.
Petrie C. The Proper Use of the Internet:Digital Private Property. IEEE Internet Computing, 2016, 20(2):92-94.
O'Brien K J. Data-gathering via apps presents a gray legal area. New York Times, [2012-10-29]. https://www.nytimes.com/2012/10/29/technology/mobile-apps-have-a-ravenous-abilityto-collect-personal-data.html.
van Grove J. Your address book is mine: Many iPhone apps take your data. VB Mobile, [2012-02-14]. https://venturebeat.com/2012/02/14/iphone-address-book/.
Xu L, Jiang C, Wang J. Information security in big data:privacy and data mining. IEEE Access, 2014, 2:1149-1176.
Montjoye Y A D, Hidalgo C A, Verleysen M, et al. Unique in the Crowd:The privacy bounds of human mobility. Scientific Reports, 2013, 3(6):1376.
Xu J, Wang W, Pei J, et al. Utility-based anonymization for privacy preservation with less information loss. Acm Sigkdd Explorations Newsletter, 2006, 8(2):21-30.
Gionis A, Tassa T. k-Anonymization with Minimal Loss of Information. IEEE Transactions on Knowledge & Data Engineering, 2008, 21(2):206-219.
Xu L, Jiang C, Chen Y, et al. Privacy or Utility in Data Collection? A Contract Theoretic Approach. IEEE Journal of Selected Topics in Signal Processing, 2015, 9(7):1256-1269.
Determann L. Adequacy of Data Protection in the EU-General Data Protection Regulation as Global Benchmark for Privacy Laws?[2017-06-23]. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2902228.
Post R. Data privacy and dignitary privacy:Google Spain, the right to be forgotten, and the construction of the public sphere. Duke Law Journal, 2018, 67(5):981-1072.
史宇航.个人数据交易的法律规制.情报理论与实践, 2016, 39(5):34-39.
刘朝阳.大数据定价问题分析.图书情报知识, 2016, (1):57-64.
刘洪玉, 张晓玉, 侯锡林.基于讨价还价博弈模型的大数据交易价格研究.中国冶金教育, 2015, (6):86-91.
Li C, Miklau G. Pricing aggregate queries in a data marketplace. Webdb, 2012., 2012.
Valz D R. Dynamic pricing models for digital content: US, 9076148, 2015.
翟丽丽, 王佳妮, 何晓燕. 移动云计算联盟企业数据资产评估方法研究. 价格理论与实践, 2016, (2): 153-156.
Fricker S A, Maksimov Y V. Pricing of Data Products in Data Marketplaces. Software Business, 2017, 304:49-66.
Iyilade J, Vassileva J. A framework for privacy-aware user data trading. User Modeling, Adaptation, and Personalization, 2013, 7899:310-317.
杨琪, 龚南宁.我国大数据交易的主要问题及建议.大数据, 2015, 1(2):38-48.
Cooper B F, Garcia-Molina H. Peer-to-peer data trading to preserve information. Acm Transactions on Information Systems, 2000, 20(2):133-170.
Wu C, Guo Y. Enhanced user data privacy with pay-by-data model//Santa Clara: IEEE International Conference on Big Data. IEEE, 2013: 53-57.
Recommended Citation
Chao, WU
(2018)
"From Raw Materials to Assets—Challenges and Considerations on Data Capitalization,"
Bulletin of Chinese Academy of Sciences (Chinese Version): Vol. 33
:
Iss.
8
, Article 4.
DOI: https://doi.org/10.16418/j.issn.1000-3045.2018.08.004
Available at:
https://bulletinofcas.researchcommons.org/journal/vol33/iss8/4