[图书][B] Synthetic data for deep learning

SI Nikolenko - 2021 - Springer
You are holding in your hands… oh, come on, who holds books like this in their hands
anymore? Anyway, you are reading this, and it means that I have managed to release one of …

Multivariate generative adversarial networks and their loss functions for synthesis of multichannel ecgs

E Brophy, M De Vos, G Boylan, T Ward - Ieee Access, 2021 - ieeexplore.ieee.org
Access to medical data is highly regulated due to its sensitive nature, which can constrain
communities' ability to utilize these data for research or clinical purposes. Common de …

[HTML][HTML] Generative adversarial networks for creating synthetic free-text medical data: a proposal for collaborative research and re-use of machine learning models

SN Kasthurirathne, G Dexter… - AMIA Summits on …, 2021 - ncbi.nlm.nih.gov
Abstract Restrictions in sharing Patient Health Identifiers (PHI) limit cross-organizational re-
use of free-text medical data. We leverage Generative Adversarial Networks (GAN) to …

Decision-Support for Rheumatoid Arthritis Using Bayesian Networks: Diagnosis, Management, and Personalised Care

A Fahmi - 2021 - qmro.qmul.ac.uk
Bayesian networks (BNs) have been widely proposed for medical decision support. One
advantage of a BN is reasoning under uncertainty, which is pervasive in medicine. Another …

Perspective and Experiences of Decision Support Systems (DSS) and AI in Prevention and Care for Older Adults

S Orte, P Subías-Beltrán, E Vargiu… - Digital Health Technology …, 2021 - Springer
This chapter describes the experience with the NESTORE DSS, a software conceived to be
the brain of the system, and the main collector of information, which objective is to …

[PDF][PDF] New methods for algorithm evaluation and cluster initialisation with applications to healthcare

HD Wilde - 2021 - core.ac.uk
This thesis explores three themes related to modern operational research: evaluating the
objective performance of an algorithm, combining clustering with concepts of mathematical …

[PDF][PDF] Methoden und Werkzeuge zur privatheitsbewahrenden Synthese medizinischer Forschungsdaten

C Schober - 2021 - serwiss.bib.hs-hannover.de
In der medizinischen Forschung nimmt die Bedeutung, langfristigen Zugriff auf
hochqualitative medizinische Daten zu erhalten, stetig zu. Aus wissenschaftlicher, ethischer …

Synthetic Electronic Medical Record Generation using Generative Adversarial Networks

MR Beyki - 2021 - vtechworks.lib.vt.edu
It has been a while that computers have replaced our record books, and medical records are
no exception. Electronic Health Records (EHR) are digital version of a patient's medical …