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A generic federated recommendation framework via fake marks and secret sharing
With the implementation of privacy protection laws such as GDPR, it is increasingly difficult
for organizations to legally collect users' data. However, a typical machine learning-based …
for organizations to legally collect users' data. However, a typical machine learning-based …
Privacy-preserving tensor decomposition over encrypted data in a federated cloud environment
Tensors are popular and versatile tools which model multidimensional data. Tensor
decomposition has emerged as a powerful technique dealing with multidimensional data …
decomposition has emerged as a powerful technique dealing with multidimensional data …
SOCI: A toolkit for secure outsourced computation on integers
Secure outsourced computation is a key technique for protecting data security and privacy in
the cloud. Although fully homomorphic encryption (FHE) enables computations over …
the cloud. Although fully homomorphic encryption (FHE) enables computations over …
PEGA: A privacy-preserving genetic algorithm for combinatorial optimization
Evolutionary algorithms (EAs), such as the genetic algorithm (GA), offer an elegant way to
handle combinatorial optimization problems (COPs). However, limited by expertise and …
handle combinatorial optimization problems (COPs). However, limited by expertise and …
Privacy-preserving graph convolution network for federated item recommendation
In traditional recommender systems, we often build models based on a centralized storage
of user data, which however will lead to user privacy concerns and risks. In this paper, we …
of user data, which however will lead to user privacy concerns and risks. In this paper, we …
Efficient and privacy-preserving multi-party skyline queries over encrypted data
One existing challenge associated with large scale skyline queries on cloud services,
particularly when dealing with private information such as biomedical data, is supporting …
particularly when dealing with private information such as biomedical data, is supporting …
Secure skyline queries on cloud platform
Outsourcing data and computation to cloud server provides a cost-e ective way to support
large scale data storage and query processing. However, due to security and privacy …
large scale data storage and query processing. However, due to security and privacy …
Privacy-preserving classification of personal text messages with secure multi-party computation
D Reich, A Todoki, R Dowsley… - Advances in Neural …, 2019 - proceedings.neurips.cc
Classification of personal text messages has many useful applications in surveillance, e-
commerce, and mental health care, to name a few. Giving applications access to personal …
commerce, and mental health care, to name a few. Giving applications access to personal …
A survey of secure computation using trusted execution environments
As an essential technology underpinning trusted computing, the trusted execution
environment (TEE) allows one to launch computation tasks on both on-and off-premises …
environment (TEE) allows one to launch computation tasks on both on-and off-premises …
Achieving efficient and privacy-preserving dynamic skyline query in online medical diagnosis
Wireless body area network (WBAN) and big data techniques indubitably enable the online
medical diagnosis system to be more practical. In the system, to make a more accurate …
medical diagnosis system to be more practical. In the system, to make a more accurate …