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Federated Learning Over Wireless Networks: Convergence Analysis and Resource Allocation [PDF]
There is an increasing interest in a fast-growing machine learning technique called Federated Learning (FL), in which the model training is distributed over mobile user equipment (UEs), exploiting UEs’ local computation and training data.
Canh T. Dinh+6 more
semanticscholar +1 more source
Local healthcare resources associated with unmet healthcare needs in South Korea: a spatial analysis
Despite national initiatives to enhance healthcare accessibility, unmet healthcare needs in South Korea remain notably high, particularly in specific regions.
Sang Min Lee+2 more
doaj +1 more source
Cloud computing has been widely used in various industries in recent years. However, when migrating enterprise applications into the cloud, enterprise users face a problem with minimizing migration time and cloud resource providers face a dilemma of ...
Shiyong Li, Yue Zhang, Wei Sun
doaj +1 more source
Targeted metabolomics reveals novel diagnostic biomarkers for colorectal cancer
This study employed targeted metabolomic profiling to identify 302 distinct metabolites present in platelet‐rich plasma (PRP), revealing aberrant metabolic profiles amongst individuals diagnosed with colorectal cancer (CRC). Compared to carcinoembryonic antigen (CEA) and cancer antigen 19‐9 (CA199), our metabolite panel showed improved sensitivity ...
Zuojian Hu+7 more
wiley +1 more source
Background Physicians’ job satisfaction and their relationships with patients are critical factors in modern healthcare. Understanding medical students’ perceptions of these aspects is crucial for enhancing the quality of healthcare.
Young Gyu Kwon+5 more
doaj +1 more source
Patient engagement involves actively including patients in healthcare decisions and research to ensure care and studies align with their needs. This approach improves outcomes, trust, and communication while fostering collaboration between patients and professionals.
Estela Cepeda+3 more
wiley +1 more source
Honoring donors: medical students’ reflections on cadaveric dissection
Background Cadaveric dissection is an essential practice for medical students to understand human anatomy and internalize professional attitudes toward death, such as empathy and respect for the deceased.
Young Gyu Kwon+5 more
doaj +1 more source
Multi-Resource Allocation for Network Slicing
Among the novelties introduced by 5G networks, the formalization of the ‘network slice’ as a resource allocation unit is an important one. In legacy networks, resources such as link bandwidth, spectrum, computing capacity are allocated independently of ...
Francesca Fossati+3 more
semanticscholar +1 more source
Evaluation of synaptotagmin‐1 action models by all‐atom molecular dynamics simulations
We used molecular dynamics simulations to test models proposing that synaptotagmin‐1 facilitates membrane fusion by perturbing lipid bilayers, inducing membrane curvature and/or bridging membranes. The simulations show that synaptotagmin‐1 C2‐domains placed near the site of fusion hinder the ability of SNARE complexes to bring the membranes together ...
Josep Rizo+2 more
wiley +1 more source
Semi-supervised human resource scheduling based on deep presentation in the cloud
Traditional competitive human resource allocation is no longer suitable for contemporary requirements. To improve the effectiveness of human resource management and the degree of matching between jobs and staffs, we propose a novel auto-encoder neural ...
Yuanmo Lin, Xinmei Wang, Rongbin Xu
doaj +1 more source