Privacy‐preserving quality control of neuroimaging datasets in federated environments
Sign Up to like & getrecommendations! Published in 2022 at "Human Brain Mapping"
DOI: 10.1002/hbm.25788
Abstract: Privacy concerns for rare disease data, institutional or IRB policies, access to local computational or storage resources or download capabilities are among the reasons that may preclude analyses that pool data to a single site.… read more here.
Keywords: neuroimaging datasets; quality; quality control; privacy preserving ... See more keywords
Privacy‐preserving image retrieval in a distributed environment
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22890
Abstract: Nowadays, several image‐based smart services have been widely used in our daily lives, generating many digital images. Since smart devices outsource digital images to the cloud, researchers prefer to select some desired targets from the… read more here.
Keywords: privacy preserving; retrieval; security; image retrieval ... See more keywords
Flexible privacy‐preserving machine learning: When searchable encryption meets homomorphic encryption
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22985
Abstract: Now various privacy‐preserving techniques have been combined with machine learning to ensure training data security. However, during the training, users were unable to select data and labels adaptively in the server, which made the trained… read more here.
Keywords: homomorphic encryption; encryption; searchable encryption; privacy preserving ... See more keywords
Accuracy‐first and efficiency‐first privacy‐preserving semantic‐aware ranked searches in the cloud
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22989
Abstract: Traditional term frequency‐inverse document frequency model‐based privacy‐preserving ranked search schemes rarely consider the latent semantic meanings of documents and keywords. It is a challenge to design efficient semantic‐aware ranked search (SRSE) schemes with privacy preservation.… read more here.
Keywords: efficiency first; semantic aware; accuracy first; privacy preserving ... See more keywords
Privacy‐preserving CNN feature extraction and retrieval over medical images
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22991
Abstract: Online medicine diagnosis based on pathological images has been regarded as a pervasive method due to the advances in electronic healthcare and Internet of Things (IoT), however, it also causes storage and computing stress on… read more here.
Keywords: retrieval; privacy; privacy preserving; feature extraction ... See more keywords
Robust privacy‐preserving federated learning framework for IoT devices
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22993
Abstract: Federated Learning (FL) is a framework where multiple parties can train a model jointly without sharing private data. Private information protection is a critical problem in FL. However, the communication overheads of existing solutions are… read more here.
Keywords: federated learning; iot devices; framework; privacy preserving ... See more keywords
Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions
Sign Up to like & getrecommendations! Published in 2023 at "Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"
DOI: 10.1002/widm.1490
Abstract: Data mining (DM) and machine learning (ML) applications in medical diagnostic systems are budding. Data privacy is essential in these systems as healthcare data are highly sensitive. The proposed work first discusses various privacy and… read more here.
Keywords: mining machine; machine learning; privacy preserving; mining ... See more keywords
Verifiable privacy-preserving single-layer perceptron training scheme in cloud computing
Sign Up to like & getrecommendations! Published in 2018 at "Soft Computing"
DOI: 10.1007/s00500-018-3233-7
Abstract: With the advent of artificial intelligence, machine learning has been well explored and extensively applied into numerous fields, such as pattern recognition, image processing and cloud computing. Very recently, machine learning hosted in a cloud… read more here.
Keywords: privacy preserving; cloud computing; training; preserving single ... See more keywords
Privacy preserving distributed training of neural networks
Sign Up to like & getrecommendations! Published in 2020 at "Neural Computing and Applications"
DOI: 10.1007/s00521-020-04880-0
Abstract: L earnae is a system aiming to achieve a fully distributed way of neural network training. It follows a “Vires in Numeris” approach, combining the resources of commodity personal computers. It has a full peer-to-peer… read more here.
Keywords: network; privacy preserving; training data; distributed training ... See more keywords
A scalable privacy-preserving framework for temporal record linkage
Sign Up to like & getrecommendations! Published in 2019 at "Knowledge and Information Systems"
DOI: 10.1007/s10115-019-01370-1
Abstract: Record linkage (RL) is the process of identifying matching records from different databases that refer to the same entity. In many applications, it is common that the attribute values of records that belong to the… read more here.
Keywords: record linkage; privacy preserving; linkage; privacy ... See more keywords
Using homomorphic encryption for privacy-preserving clustering of intrusion detection alerts
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Information Security"
DOI: 10.1007/s10207-020-00506-7
Abstract: Cyber-security attacks are becoming more frequent and more severe day by day. To detect the execution of such attacks, organizations install intrusion detection systems. It would be beneficial for such organizations to collaborate, to better… read more here.
Keywords: detection; privacy preserving; intrusion detection; detection alerts ... See more keywords