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Human mobility data is a crucial resource for urban mobility management, but it does not come without personal reference. The implementation of security measures such as anonymization is thus needed to protect individuals' privacy. Often, a…

密码学与安全 · 计算机科学 2024-07-08 Alexandra Kapp

With current technology, a number of entities have access to user mobility traces at different levels of spatio-temporal granularity. At the same time, users frequently reveal their location through different means, including geo-tagged…

密码学与安全 · 计算机科学 2018-11-16 Apostolos Pyrgelis , Nicolas Kourtellis , Ilias Leontiadis , Joan Serrà , Claudio Soriente

In order to better manage the premiums and encourage safe driving, many commercial insurance companies (e.g., Geico, Progressive) are providing options for their customers to install sensors on their vehicles which collect individual…

密码学与安全 · 计算机科学 2015-11-03 Nicholas Rizzo , Ethan Sprissler , Yuan Hong , Sanjay Goel

As mobile app usage continues to rise, so does the generation of extensive user interaction data, which includes actions such as swiping, zooming, or the time spent on a screen. Apps often collect a large amount of this data and claim to…

软件工程 · 计算机科学 2024-04-24 Feiyang Tang , Bjarte M. Østvold

Location data collection has become widespread with smart phones becoming ubiquitous. Smart phone apps often collect precise location data from users by offering \textit{free} services and then monetize it for advertising and marketing…

计算机与社会 · 计算机科学 2025-02-11 Naman Awasthi , Saad Mohammad Abrar , Daniel Smolyak , Vanessa Frias-Martinez

Network traffic analytics technology is a cornerstone for cyber security systems. We demonstrate its use through three popular and contemporary cyber security applications in intrusion detection, malware analysis and botnet detection.…

密码学与安全 · 计算机科学 2018-04-25 Yuantian Miao , Zichan Ruan , Lei Pan , Yu Wang , Jun Zhang , Yang Xiang

Many popular applications use traces of user data to offer various services to their users. However, even if user data is anonymized and obfuscated, a user's privacy can be compromised through the use of statistical matching techniques that…

信息论 · 计算机科学 2018-06-29 Nazanin Takbiri , Amir Houmansadr , Dennis L. Goeckel , Hossein Pishro-Nik

HTTPS is quickly rising alongside the need of Internet users to benefit from security and privacy when accessing the Web, and it becomes the predominant application protocol on the Internet. This migration towards a secure Web using HTTPS…

密码学与安全 · 计算机科学 2020-08-20 Wazen M. Shbair , Thibault Cholez , Jerome Francois , Isabelle Chrisment

Smartphones with the platforms of applications are gaining extensive attention and popularity. The enormous use of different applications has paved the way to numerous security threats. The threats are in the form of attacks such as…

密码学与安全 · 计算机科学 2022-07-15 Misbah Shafi , Rakesh Kumar Jha , Sanjeev Jain

Protecting personal information privacy has become a controversial issue among online social network providers and users. Most social network providers have developed several techniques to decrease threats and risks to the users privacy.…

社会与信息网络 · 计算机科学 2013-05-14 Nahier Aldhafferi , Charles Watson , A. S. M Sajeev

Privacy concerns have become increasingly critical in modern AI and data science applications, where sensitive information is collected, analyzed, and shared across diverse domains such as healthcare, finance, and mobility. While prior…

密码学与安全 · 计算机科学 2025-10-30 Ziyao Cui , Minxing Zhang , Jian Pei

Differential privacy provides strong privacy guarantees for machine learning applications. Much recent work has been focused on developing differentially private models, however there has been a gap in other stages of the machine learning…

机器学习 · 计算机科学 2021-09-07 Ashly Lau , Jonathan Passerat-Palmbach

Personalization despite being an effective solution to the problem information overload remains tricky on account of multiple dimensions to consider. Furthermore, the challenge of avoiding overdoing personalization involves estimation of a…

信息检索 · 计算机科学 2017-11-09 Arjumand Younus , Muhammad Atif Qureshi

The exponential growth of collected, processed, and shared microdata has given rise to concerns about individuals' privacy. As a result, laws and regulations have emerged to control what organisations do with microdata and how they protect…

密码学与安全 · 计算机科学 2022-01-21 Tânia Carvalho , Nuno Moniz , Pedro Faria , Luís Antunes

Privacy preserving in machine learning is a crucial issue in industry informatics since data used for training in industries usually contain sensitive information. Existing differentially private machine learning algorithms have not…

机器学习 · 计算机科学 2020-10-08 Tao Zhang , Tianqing Zhu , Ping Xiong , Huan Huo , Zahir Tari , Wanlei Zhou

It is well known that apps running on mobile devices extensively track and leak users' personally identifiable information (PII); however, these users have little visibility into PII leaked through the network traffic generated by their…

密码学与安全 · 计算机科学 2016-08-22 Jingjing Ren , Ashwin Rao , Martina Lindorfer , Arnaud Legout , David Choffnes

The number of smartphones, tablets, sensors, and connected wearable devices are rapidly increasing. Today, in many parts of the globe, the penetration of mobile computers has overtaken the number of traditional personal computers. This…

密码学与安全 · 计算机科学 2014-10-21 Muhammad Haris , Hamed Haddadi , Pan Hui

The current trajectory privacy protection technology only considers the temporal and spatial attributes of trajectory data, but ignores the social attributes. However, there is an intrinsic relationship between social attributes and human…

密码学与安全 · 计算机科学 2022-12-14 Hua Wang

A large amount of information has been published to online social networks every day. Individual privacy-related information is also possibly disclosed unconsciously by the end-users. Identifying privacy-related data and protecting the…

人工智能 · 计算机科学 2021-01-28 Jiaqi Wu , Weihua Li , Quan Bai , Takayuki Ito , Ahmed Moustafa

The rapid rise of IoT and Big Data has facilitated copious data driven applications to enhance our quality of life. However, the omnipresent and all-encompassing nature of the data collection can generate privacy concerns. Hence, there is a…

机器学习 · 计算机科学 2021-09-09 Mert Al , Semih Yagli , Sun-Yuan Kung