[PDF][PDF] Practicing differential privacy in health care: A review.
Differential privacy has gained a lot of attention in recent years as a general model for the
protection of personal information when used and disclosed for secondary purposes. It has …
protection of personal information when used and disclosed for secondary purposes. It has …
Privacy-preserving aggregation of time-series data
We consider how an untrusted data aggregator can learn desired statistics over multiple
participants' data, without compromising each individual's privacy. We propose a …
participants' data, without compromising each individual's privacy. We propose a …
Privacy-preserving stream aggregation with fault tolerance
We consider applications where an untrusted aggregator would like to collect privacy
sensitive data from users, and compute aggregate statistics periodically. For example …
sensitive data from users, and compute aggregate statistics periodically. For example …
Efficient and privacy-aware data aggregation in mobile sensing
The proliferation and ever-increasing capabilities of mobile devices such as smart phones
give rise to a variety of mobile sensing applications. This paper studies how an untrusted …
give rise to a variety of mobile sensing applications. This paper studies how an untrusted …
Personal data management with the databox: What's inside the box?
We are all increasingly the subjects of data collection and processing systems that use data
generated both about and by us to provide and optimise a wide range of services. Means for …
generated both about and by us to provide and optimise a wide range of services. Means for …
Orchard: Differentially private analytics at scale
This paper presents Orchard, a system that can answer queries about sensitive data that is
held by millions of user devices, with strong differential privacy guarantees. Orchard …
held by millions of user devices, with strong differential privacy guarantees. Orchard …
Efficient and privacy-preserving data aggregation in mobile sensing
The proliferation and ever-increasing capabilities of mobile devices such as smart phones
give rise to a variety of mobile sensing applications. This paper studies how an untrusted …
give rise to a variety of mobile sensing applications. This paper studies how an untrusted …
Privacy-preserving data aggregation in mobile phone sensing
Mobile phone sensing provides a promising paradigm for collecting sensing data and has
been receiving increasing attention in recent years. Different from most existing works, which …
been receiving increasing attention in recent years. Different from most existing works, which …
Efficient privacy-preserving stream aggregation in mobile sensing with low aggregation error
Aggregate statistics computed from time-series data contributed by individual mobile nodes
can be very useful for many mobile sensing applications. Since the data from individual …
can be very useful for many mobile sensing applications. Since the data from individual …
Privacy-preserving and verifiable online crowdsourcing with worker updates
As a novel problem-solving paradigm, crowdsourcing has been emerged aiming at
performing truthful data aggregation and addressing problems that are hard for one …
performing truthful data aggregation and addressing problems that are hard for one …