The Apheris Resource Library

Gain insights in building collaborative data ecosystems, operating in a federated MLOps environment, and unlocking greater value from data.

Events

Event

Big Data LDN

Big Data LDN is a free-to-attend data and analytics conference and exhibition. Hosting leading data and analytics experts, this event aims to arm you with the tools to deliver your data-driven strategy

calendar 21-22 September 2022
location pin London
Event

Looking forward to meeting you soon!

We are currently planning a series of events and are looking forward to welcoming you soon. Stay tuned!

Event

BioTechX 2022

BioTechX is Europe’s largest congress covering diagnostics, precision medicine and digital transformation in pharmaceutical development and healthcare.

calendar 8-10 November 2022
location pin Basel, Switzerland

Publications

Publication

MBeacon: Privacy-Preserving Beacons for DNA Methylation Data

The advancement of molecular profiling techniques fuels biomedical research with a deluge of data. To facilitate data sharing, the Global Alliance for Genomics and Health established the Beacon system, a search engine designed to help researchers find datasets of interest.

Publication

Asymmetric Private Set Intersection and Private Vertical Federated Machine Learning

We present a multi-language, cross-platform, open-source library for asymmetric private set intersection (PSI) and PSI-Cardinality (PSI-C). Our protocol combines traditional DDH-based PSI and PSI-C protocols with compression based on Bloom filters that helps reduce communication in the asymmetric setting.

Publication

PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN

We introduce PyVertical, a framework supporting vertical federated learning using split neural networks. The proposed framework allows a data scientist to train neural networks on data features vertically partitioned across multiple owners while keeping raw data on an owner's device.