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Privacy-Preserving Deep Learning via Additively Homomorphic Encryption

IEEE Transactions on Information Forensics and Security, 2018
We present a privacy-preserving deep learning system in which many learning participants perform neural network-based deep learning over a combined dataset of all, without revealing the participants’ local data to a central server.
L. T. Phong   +4 more
semanticscholar   +1 more source

Privacy and the Right to Privacy

Philosophy, 1980
The right to privacy is one of the rights most widely demanded today. Privacy has not always so been demanded. The reasons for the present concern for privacy are complex and obscure. They obviously relate both to the possibilities for very considerable enjoyment of privacy by the bulk of people living in affluent societies brought about by twentieth ...
openaire   +2 more sources

Blockchain and Federated Learning for Privacy-Preserved Data Sharing in Industrial IoT

IEEE Transactions on Industrial Informatics, 2020
The rapid increase in the volume of data generated from connected devices in industrial Internet of Things paradigm, opens up new possibilities for enhancing the quality of service for the emerging applications through data sharing. However, security and
Yunlong Lu   +4 more
semanticscholar   +1 more source

An Extended Privacy Calculus Model for E-Commerce Transactions

Information systems research, 2006
While privacy is a highly cherished value, few would argue with the notion that absolute privacy is unattainable. Individuals make choices in which they surrender a certain degree of privacy in exchange for outcomes that are perceived to be worth the ...
Tamara Dinev, Paul J. Hart
semanticscholar   +1 more source

Blockchain for IoT security and privacy: The case study of a smart home

2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), 2017
Internet of Things (IoT) security and privacy remain a major challenge, mainly due to the massive scale and distributed nature of IoT networks. Blockchain-based approaches provide decentralized security and privacy, yet they involve significant energy ...
A. Dorri   +3 more
semanticscholar   +1 more source

LDP-Fed: federated learning with local differential privacy

EdgeSys@EuroSys, 2020
This paper presents LDP-Fed, a novel federated learning system with a formal privacy guarantee using local differential privacy (LDP). Existing LDP protocols are developed primarily to ensure data privacy in the collection of single numerical or ...
Stacey Truex   +4 more
semanticscholar   +1 more source

Security and Privacy in Decentralized Energy Trading Through Multi-Signatures, Blockchain and Anonymous Messaging Streams

IEEE Transactions on Dependable and Secure Computing, 2018
Smart grids equipped with bi-directional communication flow are expected to provide more sophisticated consumption monitoring and energy trading. However, the issues related to the security and privacy of consumption and trading data present serious ...
Nurzhan Zhumabekuly Aitzhan   +1 more
semanticscholar   +1 more source

The Case for Privacy

Information Systems Security, 2000
Abstract I would be willing to bet that since the beginning of communication, back in prehistoric times, there have always been things that were meant to be kept private. From the location of the best fishing spot to a secret passage into the cave next door, certain facts have been reserved only for a few knowledgeable friends.
openaire   +2 more sources

The Economics of Privacy

2017
The increasing digitalization of the economy and advances in data processing have drawn economists' attention to the role of personal data in markets. The economics of privacy aims to analyze how individuals, firms, and policymakers interact in markets where personal data play a key role. The complexity of these markets is challenging for academics who
Cecere, Grazia   +3 more
openaire   +5 more sources

Privacy and the Media

2023
In this chapter, Macnish and Asgarinia introduce current thinking and debate around issues of privacy as these relate to the media. Starting with controversies over the definition of privacy, they consider what the content of privacy should be and why it is we consider privacy to be valuable.
Fox, Carl   +3 more
openaire   +2 more sources

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