Precision health data: Requirements, challenges and existing techniques for data security and privacy

Achieving GWAS with homomorphic encryption

(2020) Jun Jie Sim et al.   BMC Medical Genomics

Federated Machine Learning

(2019) Qiang Yang et al.   ACM Transactions on Intelligent Systems and Technology

Demystifying Arm TrustZone

(2019) Sandro Pinto et al.   ACM COMPUTING SURVEYS

A longitudinal big data approach for precision health

(2019) Sophia Miryam Schüssler-Fiorenza Rose et al.   NATURE MEDICINE

End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography

(2019) Diego Ardila et al.   NATURE MEDICINE

Internet-of-Things and Information Fusion: Trust Perspective Survey

(2019) Farag Azzedin et al.   SENSORS

Estimating the success of re-identifications in incomplete datasets using generative models

(2019) Luc Rocher et al.   Nature Communications

Multitask learning and benchmarking with clinical time series data

(2019) Hrayr Harutyunyan et al.   Scientific Data

eHealth Cloud Security Challenges: A Survey

(2019) Yazan Al-Issa et al.   Journal of Healthcare Engineering

MedCo: Enabling Secure and Privacy-Preserving Exploration of Distributed Clinical and Genomic Data

(2018) Jean Louis Raisaro et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Federated learning of predictive models from federated Electronic Health Records

(2018) Theodora S. Brisimi et al.   INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS

Distributed learning of deep neural network over multiple agents

(2018) Otkrist Gupta et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Alternative models for sharing confidential biomedical data

(2018) Justin Guinney et al.   NATURE BIOTECHNOLOGY

Blockchain Technology for Healthcare: Facilitating the Transition to Patient-Driven Interoperability

(2018) William J. Gordon et al.   Computational and Structural Biotechnology Journal

A Survey on Homomorphic Encryption Schemes

(2018) Abbas Acar et al.   ACM COMPUTING SURVEYS

Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning

(2018) Nicolas Coudray et al.   NATURE MEDICINE

Privacy-preserving record linkage in large databases using secure multiparty computation

(2018) Peeter Laud et al.   BMC Medical Genomics

Overcoming catastrophic forgetting in neural networks

(2017) James Kirkpatrick et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Machine Learning With Big Data: Challenges and Approaches

(2017) Alexandra L'Heureux et al.   IEEE Access

A distributed ensemble approach for mining healthcare data under privacy constraints

(2016) Yan Li et al.   INFORMATION SCIENCES

The FAIR Guiding Principles for scientific data management and stewardship

(2016) Mark D. Wilkinson et al.   Scientific Data

Deep learning

(2015) Yann LeCun et al.   NATURE

Memory encryption

(2014) Michael Henson et al.   ACM COMPUTING SURVEYS

Dynamic consent: a patient interface for twenty-first century research networks

(2014) Jane Kaye et al.   EUROPEAN JOURNAL OF HUMAN GENETICS

An Improved Ensemble Learning Method for Classifying High-Dimensional and Imbalanced Biomedicine Data

(2014) Hualong Yu et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Private predictive analysis on encrypted medical data

(2014) Joppe W. Bos et al.   JOURNAL OF BIOMEDICAL INFORMATICS

A Review of Analytics and Clinical Informatics in Health Care

(2014) Allan F. Simpao et al.   JOURNAL OF MEDICAL SYSTEMS

Architectures of flexible symmetric key crypto engines—a survey

(2013) Lilian Bossuet et al.   ACM COMPUTING SURVEYS

Security and privacy in electronic health records: A systematic literature review

(2013) José Luis Fernández-Alemán et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Incremental Learning From Stream Data

(2011) Haibo He et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Serving the enterprise and beyond with informatics for integrating biology and the bedside (i2b2)

(2010) S. N. Murphy et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

The Shared Health Research Information Network (SHRINE): A Prototype Federated Query Tool for Clinical Data Repositories

(2009) G. M. Weber et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION