Proximal guided hybrid federated learning approach with parameter efficient adaptive intelligence for pneumonia diagnosis. [PDF]
P K, P S, Ar NK.
europepmc +1 more source
Load balancing for cloud computing using optimized cluster based federated learning. [PDF]
Chennam KK +6 more
europepmc +1 more source
Machine Learning for Predictive Modeling in Nanomedicine‐Based Cancer Drug Delivery
The integration of AI/ML into nanomedicine offers a transformative approach to therapeutic design and optimization. Unlike conventional empirical methods, AI/ML models (such as classification, regression, and neural networks) enable the analysis of complex clinical and formulation datasets to predict optimal nanoparticle characteristics and therapeutic
Rohan Chand Sahu +3 more
wiley +1 more source
A Privacy-Preserving Approach to Health Insurance Fraud Detection Using Vertical Federated Learning. [PDF]
R RK +3 more
europepmc +1 more source
ABSTRACT Purpose Diffusion MRI probes tissue microstructure, but low SNR and limited resolution hinder detection of features and parameter estimates. We introduce slice excitation with random overlap (SERO), which enables variable repetition times (TRs) and diffusion weighting within a single shot.
Felix Mortensen +7 more
wiley +1 more source
Lightweight Federated Learning Approach for Resource-Constrained Internet of Things. [PDF]
Baqer M.
europepmc +1 more source
ABSTRACT With the aim to explore the potential of machine learning for nonprofit research, this article contrasts traditional linear regression with four contemporary supervised machine learning approaches. Concretely, we predict (1) reputation ratings and (2) the total number of volunteers for 4021 non‐profit organizations in the U.S.
Moritz Schmid +2 more
wiley +1 more source
Mitigating semantic label divergence in federated learning: Obfuscated encoding and alert filtering for security monitoring. [PDF]
Lee Y, Im J, Kim J, Yoon M.
europepmc +1 more source
ABSTRACT Objective Obesity is an imperfect correlate of metabolic health. Visceral adipose tissue (VAT) characteristics are considered determinants of poor health and subcutaneous adipose tissue (SAT) considered protective. There is a gap in knowledge regarding shared vs.
Sobha Puppala +5 more
wiley +1 more source
A hybrid federated learning framework with generative AI for privacy-preserving and sustainable security in IOT-enabled smart environments. [PDF]
Ramalingam V +4 more
europepmc +1 more source

