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In the recent time, the problem of protecting privacy in statistical data before they are published has become a pressing one. Many reliable studies have been accomplished, and loads of solutions have been proposed. Though, all these…

密码学与安全 · 计算机科学 2010-11-05 Oleg Chertov , Dan Tavrov

Understanding the patterns of mobility of individuals is crucial for a number of reasons, from city planning to disaster management. There are two common ways of quantifying the amount of travel between locations: by direct observations…

物理与社会 · 物理学 2014-08-25 Vasyl Palchykov , Marija Mitrović , Hang-Hyun Jo , Jari Saramäki , Raj Kumar Pan

There are now several large scale deployments of differential privacy used to collect statistical information about users. However, these deployments periodically recollect the data and recompute the statistics using algorithms designed for…

机器学习 · 计算机科学 2018-11-21 Matthew Joseph , Aaron Roth , Jonathan Ullman , Bo Waggoner

Privacy problems are lethal and getting more attention than any other issue with the notion of the Internet of Things (IoT). Since IoT has many application areas including smart home, smart grids, smart healthcare system, smart and…

密码学与安全 · 计算机科学 2018-12-12 Inayat Ali , Sonia Sabir , Eraj Khan

With the popularity of smartphones, mobile applications (apps) have penetrated the daily life of people. Although apps provide rich functionalities, they also access a large amount of personal information simultaneously. As a result,…

密码学与安全 · 计算机科学 2021-12-24 Shuang Zhao , Shuhui Chen , Ziling Wei

Networking research, especially focusing on human mobility, has evolved significantly in the last two decades and now relies on collection and analyzing larger datasets. The increasing sizes of datasets are enabled by larger automated…

计算机与社会 · 计算机科学 2024-03-12 Leonardo Tonetto , Pauline Kister , Nitinder Mohan , Jörg Ott

The thermal inertia of buildings brings considerable flexibility to the heating and cooling load, which is known to be a promising demand response resource. The aggregate model that can describe the thermal dynamics of the building cluster…

系统与控制 · 电气工程与系统科学 2025-03-06 Zeyin Hou , Shuai Lu , Yijun Xu , Haifeng Qiu , Wei Gu , Zhaoyang Dong , Shixing Ding

As people's daily life becomes increasingly inseparable from various mobile electronic devices, relevant service application platforms and network operators can collect numerous individual information easily. When releasing these data for…

密码学与安全 · 计算机科学 2023-08-01 Wanshu Yu , Haonan Shi , Hongyun Xu

Do people care about their location privacy while using location-based service apps? This paper aims to answer this question and several other hypotheses through a survey, and review the privacy preservation techniques. Our results indicate…

数据库 · 计算机科学 2019-11-06 Sina Shaham , Saba Rafieian , Ming Ding , Mahyar Shirvanimoghaddam , Zihuai Lin

Targeted advertising has transformed the marketing landscape for a wide variety of businesses, by creating new opportunities for advertisers to reach prospective customers by delivering personalised ads, using an infrastructure of a number…

密码学与安全 · 计算机科学 2021-06-22 Imdad Ullah , Roksana Boreli , Salil S. Kanhere

Currently, the safety of people has become a very important problem in different places including subway station, universities, colleges, airport, shopping mall and square, city squares. Therefore, considering intelligence event detection…

计算机视觉与模式识别 · 计算机科学 2020-08-11 Constantinou Miti , Demetriou Zatte , Siraj Sajid Gondal

Wearable devices have gained huge popularity in today's world. These devices collect large-scale health data from their users, such as heart rate and step count data, that is privacy sensitive, however it has not yet received the necessary…

计算机与社会 · 计算机科学 2023-08-10 Bartlomiej Surma , Tahleen Rahman , Monique Breteler , Michael Backes , Yang Zhang

Providing meaningful privacy to users of location based services is particularly challenging when multiple locations are revealed in a short period of time. This is primarily due to the tremendous degree of dependence that can be…

人工智能 · 计算机科学 2021-02-25 Casey Meehan , Kamalika Chaudhuri

As mobile devices and location-based services are increasingly developed in different smart city scenarios and applications, many unexpected privacy leakages have arisen due to geolocated data collection and sharing. User re-identification…

机器学习 · 计算机科学 2022-08-11 Yuting Zhan , Hamed Haddadi , Afra Mashhadi

Neural networks trained on real-world data often exhibit biases while simultaneously being vulnerable to privacy attacks aimed at extracting sensitive information. Despite extensive research on each problem individually, their intersection…

机器学习 · 计算机科学 2025-10-07 Chenxiang Zhang , Jun Pang , Sjouke Mauw

Mobility traces are among the most revealing forms of personal data, yet trajectory releases are often protected only by ad hoc transformations. We stress-test such practices on recently-released YJMob100K, an anonymized dataset of 100,000…

密码学与安全 · 计算机科学 2026-05-12 Abhishek Kumar Mishra , Mathieu Cunche , Heber H. Arcolezi

Human mobility analysis is an important issue in social sciences, and mobility data are among the most sought-after sources of information in ur- Data ban studies, geography, transportation and territory management. In network sciences…

计算机与社会 · 计算机科学 2013-01-29 Thomas Couronne , Zbigniew Smoreda , Ana-Maria Olteanu

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

We survey the literature on the privacy of trajectory micro-data, i.e., spatiotemporal information about the mobility of individuals, whose collection is becoming increasingly simple and frequent thanks to emerging information and…

An increasing amount of mobility data is being collected every day by different means, such as mobile applications or crowd-sensing campaigns. This data is sometimes published after the application of simple anonymization techniques (e.g.,…

密码学与安全 · 计算机科学 2015-07-03 Vincent Primault , Sonia Ben Mokhtar , Cédric Lauradoux , Lionel Brunie