Statistical and engineering approaches to federated learning: Comprehensive benchmarking for healthcare applications
Peer-Reviewed Publication
Updates every hour. Last Updated: 12-May-2025 00:10 ET (12-May-2025 04:10 GMT/UTC)
Researchers from Duke-NUS Medical School benchmarked federated learning methods to enhance privacy-preserving medical research. They found statistical approaches better for clinical decision-making and engineering-based methods excelling in predictions. The study provides a guide to choosing the right FL strategy for diverse healthcare applications.
In recognition of her excellent research work, Prof. Dr. Angkana Rüland receives the Gottfried Wilhelm Leibniz Prize, which is endowed with 2.5 million euros. The German Research Foundation (DFG) announced this today. The researcher from the Hausdorff Center for Mathematics (HCM) at the University of Bonn is honored with the award for her outstanding work. The mathematician at the Cluster of Excellence HCM is being recognized for her outstanding work in mathematical analysis, particularly on models for microstructures in phase transitions in solids and inverse problems with non-local operators. The highly endowed prize permits a large degree of freedom in research.
Published in the Journal of Environmental Economics and Management (JEEM), the study by researchers from the Institute of Economics and the Department of Excellence L’EMbeDS at the Sant’Anna School of Advanced Studies in Pisa, the Department of Statistics at Penn State, and the Department of Economics at Northwestern, analyzed over 200,000 thunderstorm events in the United States between 1991 and 2019.
Researchers at the UChicago Pritzker School of Molecular Engineering (UChicago PME) have realized a new design for a superconducting quantum processor, aiming at a potential architecture for the large-scale, durable devices the quantum revolution demands.
Unlike the typical quantum chip design that lays the information-processing qubits onto a 2-D grid, the team from the Cleland Lab has designed a modular quantum processor comprising a reconfigurable router as a central hub. This enables any two qubits to connect and entangle, where in the older system, qubits can only talk to the qubits physically nearest to them.
Demand for NGO services usually increases in times of crisis. However, a new study led by Kaunas University of Technology (KTU) in Lithuania has found that the COVID-19 pandemic had a mixed impact on NGOs working in Lithuania, Croatia, Poland and the UK. Some achieved financial success, but this often meant simplifying their programmes and compromising non-financial results.