In this paper, we start with a comprehensive evaluation of the effect of adding differential privacy (DP) to federated learning (FL) approaches, focusing on methodologies employing global (stochastic) gradient descent (SGD/GD), and local SGD/GD techniques.These global and local dea eyewear techniques are commonly referred to as FedSGD/FedGD and Fed
Abstract Background The policy drive for the UK National Health Service (NHS) has focused on the need for high quality services informed by evidence of best practice.The introduction of care pathways and protocols to standardise care and support implementation of evidence into practice has taken place across the NHS with limited evaluation of their
There is a growing evidence that social determinants of health influence the health outcomes.These non-medical factors, i.e., social determinants of health / mental health, are defined as the conditions in which people are born, grow, live, work and age, including the factors shaping these conditions.They either have direct effects on health and il
This paper presents a novel optimization technique for energy management studies of an isolated microgrid.The system is supplied by various Distributed Energy Resources (DERs), Diesel Generator (DG), a Wind Turbine Generator (WTG), Photovoltaic (PV) cerave baume hydratant arrays and supported by fuel cell/electrolyzer Hydrogen storage system for sh