posted by user: nvasil || 2167 views || tracked by 2 users: [display]

EcoPaDL 2020 : Workshop on ECOnomics of Privacy and Data Labor

FacebookTwitterLinkedInGoogle

Link: https://vasiloglou.github.io/EcoPaDL/
 
When Jul 17, 2020 - Jul 18, 2020
Where Vienna
Submission Deadline Jun 5, 2020
Notification Due Jul 1, 2020
Final Version Due Jun 5, 2020
Categories    economics   artificial intelligence   privacy   data markets
 

Call For Papers

Although data is considered to be the “new oil”, it is very hard to be priced. Raw use of data has been invaluable in several sectors such as advertising, healthcare, etc, but often in violation of people’s privacy. Labeled data has also been extremely valuable for the training of machine learning models (driverless car industry). This is also indicated by the growth of annotation companies such as Figure8 and Scale.AI, especially in the image space. Yet, it is not clear what is the right pricing for data workers who annotate the data or the individuals who contribute their personal data while using digital services. In the latter case, it is very unclear how the value of the services offered is compared to the private data exchanged. While the first data marketplaces have appeared, such as AWS, Narrative.io, nitrogen.ai, etc, they suffer from a lack of good pricing models. They also fail to maintain the right of the data owners to define how their own data will be used. There have been numerous suggestions for sharing data while maintaining privacy, such as training generative models that preserve original data statistics. While there are several proposals for solving the technical part of data markets and fair pricing, it is necessary to consider other aspects that are covered by researchers in the area of economics and law.

Topics of interest

privacy-preserving machine learning methods
algorithmic economics
federated learning
data policies, AI ethics
pricing of machine learning models
data marketplaces
the economics of data labor and crowdsourcing
legal and ethical implications of data trading

Related Resources

IJCAI 2021   30th International Joint Conference on Artificial Intelligence
ICSD 2021   9th International Conference on Sustainable Development,8 - 9 September ICSD 2021
FI-CyberSec 2021   Feature Papers for Future Internet - Cybersecurity Section
StoryCase 2012   ICCBR-12 Workshop on Stories, Episodes, and Cases (StoryCase)
CCBD--Ei Compendex & Scopus 2021   2021 The 8th International Conference on Cloud Computing and Big Data (CCBD 2021)--Ei Compendex & Scopus
Signal 2021   8th International Conference on Signal and Image Processing
2021 – XIIth ICBELLP August, Amsterdam 2021   2021 – XIIth International Conference on Business, Economics, Law, Language & Psychology (ICBELLP), 04-05 August, Amsterdam
XIVth ICBELLP September, London 2021   2021 – XIVth International Conference on Business, Economics, Law, Language & Psychology (ICBELLP), 08-09 September, London
Scopus-BDAI 2020   2020 International Conference on Industrial Applications of Big Data and Artificial Intelligence (BDAI 2020)
JISA-CYBER-SEC 2020   Special Issue on Trends in Cybersecurity, Journal of Information Security and Applications, Elsevier