Trustworthy ai: From principles to practices
The rapid development of Artificial Intelligence (AI) technology has enabled the deployment
of various systems based on it. However, many current AI systems are found vulnerable to …
of various systems based on it. However, many current AI systems are found vulnerable to …
Differential privacy techniques for cyber physical systems: a survey
MU Hassan, MH Rehmani… - … Communications Surveys & …, 2019 - ieeexplore.ieee.org
Modern cyber physical systems (CPSs) has widely being used in our daily lives because of
development of information and communication technologies (ICT). With the provision of …
development of information and communication technologies (ICT). With the provision of …
Heavy hitter estimation over set-valued data with local differential privacy
In local differential privacy (LDP), each user perturbs her data locally before sending the
noisy data to a data collector. The latter then analyzes the data to obtain useful statistics …
noisy data to a data collector. The latter then analyzes the data to obtain useful statistics …
大数据时代的个人隐私保护
刘雅辉， 张铁赢， 靳小龙， 程学旗 - 计算机研究与发展, 2015 - cqvip.com
随着信息技术的发展, 以Web2. 0 技术为基础的博客, 微博, 社交网络等新兴服务和物联网以
前所未有的发展速度产生了类型繁多的数据, 而云计算为数据的存储提供了基础平台 …
前所未有的发展速度产生了类型繁多的数据, 而云计算为数据的存储提供了基础平台 …
Privacy-preserving machine learning: Methods, challenges and directions
Machine learning (ML) is increasingly being adopted in a wide variety of application
domains. Usually, a well-performing ML model relies on a large volume of training data and …
domains. Usually, a well-performing ML model relies on a large volume of training data and …
Differential privacy and machine learning: a survey and review
The objective of machine learning is to extract useful information from data, while privacy is
preserved by concealing information. Thus it seems hard to reconcile these competing …
preserved by concealing information. Thus it seems hard to reconcile these competing …
Differentially private transit data publication: a case study on the montreal transportation system
With the wide deployment of smart card automated fare collection (SCAFC) systems, public
transit agencies have been benefiting from huge volume of transit data, a kind of sequential …
transit agencies have been benefiting from huge volume of transit data, a kind of sequential …
Differentially private sequential data publication via variable-length n-grams
Sequential data is being increasingly used in a variety of applications. Publishing sequential
data is of vital importance to the advancement of these applications. However, as shown by …
data is of vital importance to the advancement of these applications. However, as shown by …
[HTML][HTML] A survey of privacy-preserving mechanisms for heterogeneous data types
Due to the pervasiveness of always connected devices, large amounts of heterogeneous
data are continuously being collected. Beyond the benefits that accrue for the users, there …
data are continuously being collected. Beyond the benefits that accrue for the users, there …
[HTML][HTML] Publishing data from electronic health records while preserving privacy: A survey of algorithms
Abstract The dissemination of Electronic Health Records (EHRs) can be highly beneficial for
a range of medical studies, spanning from clinical trials to epidemic control studies, but it …
a range of medical studies, spanning from clinical trials to epidemic control studies, but it …