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Privacy preservation in big data from the communication perspective—A survey
The advancement of data communication technologies promotes widespread data collection
and transmission in various application domains, thereby expanding big data significantly …
and transmission in various application domains, thereby expanding big data significantly …
More than privacy: Adopting differential privacy in game-theoretic mechanism design
The vast majority of artificial intelligence solutions are founded on game theory, and
differential privacy is emerging as perhaps the most rigorous and widely adopted privacy …
differential privacy is emerging as perhaps the most rigorous and widely adopted privacy …
The algorithmic foundations of differential privacy
The problem of privacy-preserving data analysis has a long history spanning multiple
disciplines. As electronic data about individuals becomes increasingly detailed, and as …
disciplines. As electronic data about individuals becomes increasingly detailed, and as …
Differentially private data publishing and analysis: A survey
Differential privacy is an essential and prevalent privacy model that has been widely
explored in recent decades. This survey provides a comprehensive and structured overview …
explored in recent decades. This survey provides a comprehensive and structured overview …
Mechanism design for facility location problems: a survey
The study of approximate mechanism design for facility location problems has been in the
center of research at the intersection of artificial intelligence and economics for the last …
center of research at the intersection of artificial intelligence and economics for the last …
Selling privacy at auction
A Ghosh, A Roth - Proceedings of the 12th ACM conference on …, 2011 - dl.acm.org
We initiate the study of markets for private data, through the lens of differential privacy.
Although the purchase and sale of private data has already begun on a large scale, a theory …
Although the purchase and sale of private data has already begun on a large scale, a theory …
A robust game-theoretical federated learning framework with joint differential privacy
Federated learning is a promising distributed machine learning paradigm that has been
playing a significant role in providing privacy-preserving learning solutions. However …
playing a significant role in providing privacy-preserving learning solutions. However …
Approximate mechanism design without money
The literature on algorithmic mechanism design is mostly concerned with game-theoretic
versions of optimization problems to which standard economic money-based mechanisms …
versions of optimization problems to which standard economic money-based mechanisms …
Mechanism design in large games: Incentives and privacy
We study the problem of implementing equilibria of complete information games in settings
of incomplete information, and address this problem using" recommender mechanisms." A …
of incomplete information, and address this problem using" recommender mechanisms." A …
[KNIHA][B] Differential privacy and applications
Corporations, organizations, and governments have collected, digitized, and stored
information in digital forms since the invention of computers, and the speed of such data …
information in digital forms since the invention of computers, and the speed of such data …