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Other literature type . 2024
License: CC BY
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Presentation . 2024
License: CC BY
Data sources: Datacite
ZENODO
Presentation . 2024
License: CC BY
Data sources: Datacite
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Empowering Privacy-Preserving Research: Introducing the vantage6 Framework and GUI

Authors: Smits, Djura; Baccinelli, Walter;

Empowering Privacy-Preserving Research: Introducing the vantage6 Framework and GUI

Abstract

Presentation on the vantage6 UI. This was done as part of a demo presented at the MIE conference 2024. Answering questions in healthcare often requires combining data from different sources.However, bringing together this data raises serious privacy concerns. Moreover, centralizing the data in one place is often not legally possible due to privacy regulations.Techniques for federated analysis aim to enable researchers to do their analysis without giving them access to the raw data. It allows data-owners to stay in control while stillenabling researchers to perform their studies.vantage6[1][2] is an open-source framework for privacy preserving analysis createdby the Netherlands Comprehensive Cancer Organisation (IKNL). Conceptually, vantage6 consists of the following parts:• A (central) server that coordinates communication with clients and nodes. Theserver is in charge of processing tasks as well as handling administrative functionssuch as authentication and authorization.• One or more node(s) that have access to data and execute algorithms• Users (i.e. researchers or other applications) that request computations from thenodes via the client• Organizations that are interested in collaborating. Each user belongs to one ofthese organizations.• A Docker registry that functions as a database of algorithmsvantage6 has already been used in various projects.

Related Organizations
Keywords

federated learning, privacy preserving analysis

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green
Related to Research communities
Cancer Research