Federated learning (FL), an attractive and promising distributed machine paradigm, has sparked extensive interest in exploiting tremendous data stored on ubiquitous mobile devices. However, conventional FL suffers severely from resource heterogeneity, as clients with weak computational communication capabilities may be unable to complete local training using the same hyper-parameters. In this a...

Follicular lymphoma (FL) is one of the most common types of non-Hodgkin's lymphoma. It is usually diagnosed at an advanced stage, for which many treatment options exist, however, no curative standard therapy has been identified. The outcome is highly variable with a median survival of approximately 10 years. The life expectancy of patients with FL has been extended with the use of rituximab, a ...

reliable estimates of river stream fl ow and fl ood zoning maps are needed for water resourcesmanagement such as fl ood mitigation, water supply, dam construction and irrigation. flood zoning needsaccurate data and is one of the non-structural fl ood management methods. this paper describes theapplication of hec-ras and gis model to determine fl oodplains maps for the part of sardabrud rivertha...

Collaborative networks are common in real life, where domain experts work together to solve tasks issued by customers. How to model the proficiency of experts is critical for us to understand and optimize collaborative networks. Traditional expertise models, such as topic model based methods, cannot capture two aspects of human expertise simultaneously: Specialization (what area an expert is go...

Functional load (FL) is an information-theoretic measure that captures a phoneme’s contribution to successful word identification. Experimental findings have shown that it can help explain patterns in perceptual accuracy. Here, we ask whether the relationship between FL and perception has larger consequences for the structure of a language’s lexicon. Since reducing FL minimizes the risk of misi...

Federated learning (FL) is an on-device distributed scheme that does not require training devices to transfer their data a centralized facility. The goal of federated learn global model over several iterations. It challenging claim ownership rights and commercialize the efficiently transparently. Additionally, incentives need be provided ensure participate in FL process. In this paper, we propo...

Word prediction is often recommended by therapists as a means to improve typing speed for clients with physical limitations. While literature suggests that word prediction does have an effect on writing proficiency, increased speed is not one of it's benefits when used with a standard keyboard. One reason given for the failure of word prediction to accelerate typing is that the user must look a...

Abstract Background Follicular lymphoma (FL) is the second most common adnexal lymphoma of the eye that almost all of them are reported in elderly patients. Primary FL of the eye has been reported in only two children. Pediatric FL appears to be biologically distinct from typical adult FL. In cases without other organ involvement excision alone with close monitoring is a treatment of choic...