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A personal data market is a platform including three participants: data owners (individuals), data buyers and market maker. Data owners who provide personal data are compensated according to their privacy loss. Data buyers can submit a…

Computers and Society · Computer Science 2018-01-03 Rachana Nget , Yang Cao , Masatoshi Yoshikawa

Today's vehicles are increasingly embedded with computers and sensors which produce huge amount of data. The data are exploited for internal purposes and with the development of connected infrastructures and smart cities, the vehicles…

The integration of blockchain technology with data analytics is essential for extracting insights in the cryptocurrency space. Although academic literature on blockchain data analytics is limited, various industry solutions have emerged to…

Cryptography and Security · Computer Science 2025-08-19 Rischan Mafrur

Digitalization opens up new opportunities in the collection, analysis, and presentation of data which can contribute to the achievement of the 2030 Agenda and its Sustainable Development Goals (SDGs). In particular, the access to and…

Computers and Society · Computer Science 2021-07-06 Matthias Stürmer , Jasmin Nussbaumer , Pascal Stöckli

IoT data markets in public and private institutions have become increasingly relevant in recent years because of their potential to improve data availability and unlock new business models. However, exchanging data in markets bears…

Cryptography and Security · Computer Science 2022-07-14 Gonzalo Munilla Garrido , Johannes Sedlmeir , Ömer Uludağ , Ilias Soto Alaoui , Andre Luckow , Florian Matthes

Many ethical issues in machine learning are connected to the training data. Online data markets are an important source of training data, facilitating both production and distribution. Recently, a trend has emerged of for-profit "ethical"…

Computer Science and Game Theory · Computer Science 2025-02-03 Augustin Chaintreau , Roland Maio , Juba Ziani

Data visualization and analytics are nowadays one of the corner-stones of Data Science, turning the abundance of Big Data being produced through modern systems into actionable knowledge. Indeed, the Big Data era has realized the…

Databases · Computer Science 2023-11-21 Nikos Bikakis

Access to data and data processing, including the use of machine learning techniques, has become significantly easier and cheaper in recent years. Nevertheless, solutions that can be widely adopted by regulators for market monitoring and…

Machine Learning · Computer Science 2022-04-08 Celso H. H. Ribas , José C. M. Bermudez

This study aims to examine the challenges and applications of machine learning for financial research. Machine learning algorithms have been developed for certain data environments which substantially differ from the one we encounter in…

Statistical Finance · Quantitative Finance 2021-03-29 Kristof Lommers , Ouns El Harzli , Jack Kim

This paper introduces Data Stations, a new data architecture that we are designing to tackle some of the most challenging data problems that we face today: access to sensitive data; data discovery and integration; and governance and…

Non-fungible tokens (NFT) have recently emerged as a novel blockchain hosted financial asset class that has attracted major transaction volumes. Investment decisions rely on data and adequate preprocessing and application of analytics to…

Statistical Finance · Quantitative Finance 2023-02-23 Jason B. Cho , Sven Serneels , David S. Matteson

As new technologies move to the fore, our understanding of the world may seem to have shrunk in comparison, for despite new developments in research, much of it is reduced or rather, abstracted for marketability. Thus, the purpose of this…

Computers and Society · Computer Science 2017-01-24 Katherine Hughes

In the digital era, data has become a pivotal asset, advancing technologies such as autonomous driving. Despite this, data trading faces challenges like the absence of robust pricing methods and the lack of trustworthy trading mechanisms.…

Computers and Society · Computer Science 2024-07-02 Yi Yu , Shengyue Yao , Tianchen Zhou , Yexuan Fu , Jingru Yu , Ding Wang , Xuhong Wang , Cen Chen , Yilun Lin

Modern evolvements of the technologies have been leading to a profound influence on the financial market. The introduction of constituents like Exchange-Traded Funds, and the wide-use of advanced technologies such as algorithmic trading,…

Statistical Finance · Quantitative Finance 2021-08-20 Liao Zhu

Since the emergence of blockchain technology, its application in the financial market has always been an area of focus and exploration by all parties. With the characteristics of anonymity, trust, tamper-proof, etc., blockchain technology…

Statistical Finance · Quantitative Finance 2022-04-21 Ji Liu , Zheng Xu , Yanmei Zhang , Wei Dai , Hao Wu , Shiping Chen

The idea of an open data market envisions the creation of a data trading model to facilitate exchange of data between different parties in the Internet of Things (IoT) domain. The data collected by IoT products and solutions are expected to…

Computers and Society · Computer Science 2016-11-18 Charith Perera , Rajiv Ranjan , Lizhe Wang

We are tackling the problem of trading real-world private information using only cryptographic protocols and a public blockchain to guarantee honest transactions. In this project, we consider three types of agents --buyers, sellers and…

Cryptography and Security · Computer Science 2019-07-31 Ariel Futoransky , Carlos Sarraute , Ariel Waissbein , Daniel Fernandez , Matias Travizano , Martin Minnoni

As Machine Learning (ML) systems continue to grow, the demand for relevant and comprehensive datasets becomes imperative. There is limited study on the challenges of data acquisition due to ad-hoc processes and lack of consistent…

Artificial Intelligence · Computer Science 2023-11-27 Lingjiao Chen , Bilge Acun , Newsha Ardalani , Yifan Sun , Feiyang Kang , Hanrui Lyu , Yongchan Kwon , Ruoxi Jia , Carole-Jean Wu , Matei Zaharia , James Zou

As personal data have been the new oil of the digital era, there is a growing trend perceiving personal data as a commodity. Although some people are willing to trade their personal data for money, they might still expect limited privacy…

Cryptography and Security · Computer Science 2019-10-25 Shuyuan Zheng , Yang Cao , Masatoshi Yoshikawa

From the early days of the information economy, personal data has been its most valuable asset. Despite data protection laws and an acknowledged right to privacy, trading personal information has become a business equated with "trading…

Computers and Society · Computer Science 2020-05-14 Sarah Spiekermann , Alexander Novotny