Topics

Differential Privacy under Dependent Tuples - The Case of Genomic Privacy.

07:00 EST 8th November 2019 | BioPortfolio

Summary of "Differential Privacy under Dependent Tuples - The Case of Genomic Privacy."

The rapid progress in genome sequencing has led to high availability of genomic data. However, due to growing privacy concerns about the participant's sensitive information, accessing results and data of genomic studies is restricted to only trusted individuals. On the other hand, paving the way to biomedical discoveries requires granting open access to genomic databases. Privacy-preserving mechanisms can be a solution for granting wider access to such data while protecting their owners. In particular, there has been growing interest in applying the concept of differential privacy (DP) while sharing summary statistics about genomic data. DP provides a mathematically rigorous approach but it does not consider the dependence between tuples in a database, which may degrade the privacy guarantees offered by the DP.

Affiliation

Journal Details

This article was published in the following journal.

Name: Bioinformatics (Oxford, England)
ISSN: 1367-4811
Pages:

Links

DeepDyve research library

PubMed Articles [16873 Associated PubMed Articles listed on BioPortfolio]

Critical roles of knowledge and motivation in privacy research.

Much research has focused on privacy concern, which describes individuals' motivation to protect personal information from unauthorized access, collection, storage, and use. Variation in privacy conce...

Adding Security and Privacy to Genomic Information Representation.

Provision of security and privacy to genomic data is a key issue in current genomic information representation. Existing formats do not give a solution to these issues (or they provide a partial one),...

Informing the design of better privacy policies.

The authors review literature that can inform the design of better privacy policies. The review is focused around three privacy principles central to consumer-firm interactions. These privacy principl...

Privacy-enhanced multi-party deep learning.

In multi-party deep learning, multiple participants jointly train a deep learning model through a central server to achieve common objectives without sharing their private data. Recently, a significan...

Anomaly detection over differential preserved privacy in online social networks.

The massive reach of social networks (SNs) has hidden their potential concerns, primarily those related to information privacy. Users increasingly rely on social networks for more than merely interact...

Clinical Trials [3949 Associated Clinical Trials listed on BioPortfolio]

A Multi-level Antimicrobial Surface Coating for a Healthier Environment

This project aimed to study the use of the multi-level antimicrobial coating in a working hospital environment. Patient privacy curtains from a public sector hospital were coated and insta...

XIRB: UNC - ATN 159: ePrEP

The premise for the study is that a tailored approach for rural YMSM (young men who have sex with men), addressing known barriers of transportation, access to providers, and privacy, is mo...

Apical Support During Hysterectomy for Pelvic Organ Prolapse

This is a retrospective chart review using TriHealth Electronic Privacy Identification Center (EPIC) to determine whether gynecologic surgeons at a large community hospital are already mee...

Cranberry Effect on Urinary Tract Infections

This is a retrospective chart review using Electronic Privacy Identification Center (EPIC) database to determine if the addition of cranberry juice capsules to our discharge medication reg...

Predictors of Postoperative Pain

This is a retrospective chart review using TriHealth Electronic Privacy Identification Center (EPIC) and previously developed databases for TriHealth Institutional Review Board (IRB) appro...

Medical and Biotech [MESH] Definitions

The privacy of information and its protection against unauthorized disclosure.

The state of being free from intrusion or disturbance in one's private life or affairs. (Random House Unabridged Dictionary, 2d ed, 1993)

The protection of genetic information about an individual, family, or population group, from unauthorized disclosure.

Using certified ELECTRONIC HEALTH RECORDS technology to improve quality, safety, efficiency, and reduce HEALTHCARE DISPARITIES; engage patients and families in their health care; improve care coordination; improve population and public health; while maintaining privacy and security.

Differential thermal analysis in which the sample compartment of the apparatus is a differential calorimeter, allowing an exact measure of the heat of transition independent of the specific heat, thermal conductivity, and other variables of the sample.

Quick Search


DeepDyve research library

Relevant Topics

Bioinformatics
Bioinformatics is the application of computer software and hardware to the management of biological data to create useful information. Computers are used to gather, store, analyze and integrate biological and genetic information which can then be applied...

DNA sequencing
DNA sequencing is the process of determining the precise order of nucleotides within a DNA molecule. During DNA sequencing, the bases of a small fragment of DNA are sequentially identified from signals emitted as each fragment is re-synthesized from a ...


Searches Linking to this Article