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Design Perspectives of People Centric Sensing Systems
2016
Indian Journal of Science and Technology
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Existing literature in terms of privacy preserving data aggregation schemes and security Frameworks are also discussed in detail. ...
Since people are in the loop, the basic privacy and security requirements are analyzed that can be realized as the need in the design of any mobile phone sensing systems. ...
Privacy Preserving Data Aggregation Schemes in People Centric Sensing System
PRISENSE 7 To meet the privacy requirements of People centric sensing systems, in Suggests a scheme based on the idea of data ...
doi:10.17485/ijst/2016/v9i37/102076
fatcat:6ndxt524wbhspeoqehmbnhmxve
FL-NoiseMap: A Federated Learning-based privacy-preserving Urban Noise-Pollution Measurement System
2022
Noise Mapping
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Numerical experiments on simulated datasets showcase the superiority of the proposed scheme in terms of users' privacy preservation and noise map reliability. ...
Traditionally, simulation-based, small-scale sensor-network-based, and participatory sensing-based approaches have been used to estimate noise levels in urban areas. ...
Approaches such as privacy-preserving data aggregation [56] , path jumbling [57] , and verifiable privacy-preserving aggregation [58] do not need a trusted central entity for privacy preservation. ...
doi:10.1515/noise-2022-0153
fatcat:iqsuw2ncsjbtvivjiqs3ve4bny
Privacy Issues in Urban Computing using Mobile Crowdsensing
2017
International Journal of Computer Applications
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This work discusses the features of mobile crowdsensing and focuses on the privacy issues in this method of data capture. ...
Nowadays, smart phone is the most common and convenient method of data capture, which has given rise to an emerging paradigm called Mobile Crowdsensing. ...
According to [3] , the Mobile Crowdsensing paradigm (MCS) empowers ordinary citizens to contribute data sensed or generated from their mobile devices and facilitates aggregation of such data at a central ...
doi:10.5120/ijca2017914350
fatcat:l3qxjsxnkncbfiyizxzw2j7wwm
A survey on Privacy Preserving Data Aggregation Schemes in People Centric Sensing Systems and Wireless Domains
2016
Indian Journal of Science and Technology
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This paper focuses on a study about the various privacy preserving aggregation schemes existing in other domains of the wireless network including people centric sensing. ...
Irrespective of various domains in wireless networks, the privacy preserving data aggregation model is discussed that is suitable for the context of the applications. ...
Privacy Preserving Aggregation Schemes This section covers the existing related privacy preserving aggregation schemes in various domains of wireless networks. ...
doi:10.17485/ijst/2016/v9i37/102072
fatcat:6qqalqugurhvfje5dusf45fctm
Private Pooling: A Privacy-Preserving Approach for Mobile Collaborative Sensing
[chapter]
2012
Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
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In this paper, we present a new mobile collaborative sensing protocol, Private Pooling, which protects the users' privacy by decoupling the data from its contributors in order to allow for anonymous aggregation ...
However, sharing data with other devices for collaborative sensing in return raises privacy concerns. ...
Motivation In this section, we want to emphasize the need for a privacy-preserving protocol in the field of mobile collaborative sensing. ...
doi:10.1007/978-3-642-30244-2_5
fatcat:t7nlbwqbm5gxrocfmdyvkmhrrm
Multiple Description Coding Privacy and Quality Preserving Systems
2016
International Journal of Science and Research (IJSR)
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In this paper, in this proposing description, which is the first k-anonymous privacy preserving scheme for participatory sensing with multimedia data? ...
Unfortunately, none of the existing work has fully solved the problem of privacy and quality preserving participatory sensing with multimedia data. ...
Conclusion In this paper, we have presented a coding-based privacy preserving scheme, namely description, which is a kanonymous privacy preserving scheme for participatory sensing with multimedia data. ...
doi:10.21275/v5i6.nov164070
fatcat:x2orxb55ojhj5eycbamg4iwamu
Incentive Mechanisms for Mobile Crowd Sensing: Current States and Challenges of Work
[article]
2014
arXiv
pre-print
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2013 pre-print arXiv:1310.8364v1 fatcat:3tztayycbzeuvk3vu7ydi6jxvu
Mobile crowd sensing (MCS) is a new paradigm which leverages the ubiquity of sensor-equipped mobile devices such as smartphones, music players, and in-vehicle sensors at the edge of the Internet, to collect ...
Thirdly, the forwarding manner of sensing data are undergoing the transition from the priori to the opportunistic. ...
However, mobile phones are controlled by rational provider, in order to conserve energy, storage and computing resources, so selfish sensing participants could be reluctant to participate in sensing data ...
arXiv:1310.8364v2
fatcat:idpwttacungprh2eqnhc3i2nry
A Survey on Participatory Sensing Systems
2016
International Journal of Science and Research (IJSR)
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In this survey, we summarize different privacy preserving techniques and data aggregation protocols for wireless sensor networks. ...
Data aggregation helps in reducing the number of bits transmitted thereby reduces the total energy consumption. ...
With the growth in mobile devices, such as smart phones, which has multiple sensors, the demand for participatory sensing has increased. ...
doi:10.21275/v5i6.nov164370
fatcat:egaq7tkuyfcsnaa564fwtdigsy
FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps
[article]
2023
arXiv
pre-print
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FLSys is designed to work on smart phones with mobile sensing data. It balances model performance with resource consumption, tolerates communication failures, and achieves scalability. ...
HAR sensing data was collected in the wild from 100+ college students during a 4-month period. ...
A wide range of mobile apps, e.g., predicting or classifying health conditions based on mobile sensing data, can benefit from running DL models on smart phones using FL, which offers privacy-preserving ...
arXiv:2111.09445v3
fatcat:s5nxvycarffynmr534xwemwb4e
A survey on privacy in mobile participatory sensing applications
2011
Journal of Systems and Software
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The presence of multimodal sensors on current mobile phones enables a broad range of novel mobile applications. ...
Environmental and user-centric sensor data of unprecedented quantity and quality can be captured and reported by a possible user base of billions of mobile phone subscribers worldwide. ...
Data Aggregation In comparison to the previous schemes, the privacy-preserving data aggregation approach proposed in [87] does not rely on a central entity to protect data privacy, but on a mutual protection ...
doi:10.1016/j.jss.2011.06.073
fatcat:o75syzaj7fdx5mw6tg2x73lxqy
Privacy-Preserving Ubiquitous Social Mining via Modular and Compositional Virtual Sensors
2015
2015 IEEE 29th International Conference on Advanced Information Networking and Applications
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This paper illustrates how to design and build an open participatory platform for privacy-preserving social mining: the Planetary Nervous System. ...
Environmental, home, and mobile sensors are only a few examples of the significant capabilities to collect massive data in real-time from a plethora of heterogeneous social environments. ...
The first privacy level provides user control for storing the data of the output streams in the phone. ...
doi:10.1109/aina.2015.203
dblp:conf/aina/PournarasMH15
fatcat:6c2pdxt2u5brthiw6pscpafp7u
A Privacy-Preserving Cloud Computing System for Creating Participatory Noise Maps
2012
2012 IEEE 36th Annual Computer Software and Applications Conference
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In this paper, we present a privacy-preserving system architecture for participatory sensing contexts which relies on cryptographic techniques and distributed computations in the cloud. ...
To the best of our knowledge this system is the first operational privacy-preserving approach for participatory sensing. ...
By default measurement data is stored locally on each user's mobile phone. ...
doi:10.1109/compsac.2012.78
dblp:conf/compsac/DrosatosEADS12
fatcat:re6gzbenjrahfbnqlpttjr4rh4
Grouping-Based Reliable Privacy Preservation for Blockchain-Assisted Data Aggregation in Mobile Crowdsensing
2022
Security and Communication Networks
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Privacy-preserving data aggregation is an important technology for mobile crowdsensing. ...
In this paper, we propose a grouping-based reliable privacy-preserving data aggregation (RPPDA) method using private blockchains for mobile crowdsensing. ...
A sensing node is a smart mobile device with the basic functionalities of sensing, computing, and storage. e sensing nodes could be smart phones, wearable devices, and mobile vehicles. ...
doi:10.1155/2022/5626305
fatcat:kgsjzbp6tzbaxehxa4pqub7whu
Crowdsensing: Socio-Technical Challenges and Opportunities
2017
International Journal of Advanced Computer Science and Applications
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The sensors in mobile devices are being used in a variety of ways to sense and actuate. Mobile crowdsensing is a paradigm that involves ordinary people to participate in a sensing task. ...
With the advancement in mobile technology, the sensing and computational capability of mobile devices is increasing. ...
tended ): provided a block of focuses key steps or a focuses area, a set about mobile phones and a time limit, we discover a sensing schedule (which identifies sensing for each mobile phone) so aggregate ...
doi:10.14569/ijacsa.2017.080351
fatcat:icmwbyqywjaa5ldtj5ihjm6bqy
Privacy-preserving participatory sensing
2015
IEEE Communications Magazine
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Privacy-preserving mechanism design and auctions can protect participants' types and valuations of a good, but they cannot be applied in mobile sensing to protect users' interest in sensing tasks. ...
PREVIOUS APPROACHES AND THEIR LIMITATIONS Homomorphic encryption is widely used in privacy-preserving data aggregation. ...
doi:10.1109/mcom.2015.7180510
fatcat:fg2zo2dg7febfiil5lrs4hclky
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