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Robust Federated Learning: A Heterogeneity Index Based Clustering Approach
Federated learning (FL) has made possible the collaborative training of machine learning models between aggregation server and clients without...
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Traffic dynamics on community networks with heterogeneity
Real networks usually exhibit community structure characteristics, and communities have heterogeneity. In this paper, we construct a community...
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A Method for Measuring the Heterogeneity of Mimicry Defense Executor Set
The vulnerability in software and hardware is a main factor affecting the security of information system. At present, most cyberspace security...
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Ontology Integration by Semantic Map** for Solving the Heterogeneity Problem
In recent years, ontology integration has received an increased focus in ontology engineering. Ontology integration is a complex process that has...
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Criticality and heterogeneity as general principles to optimize performance for spiking cameras
As a bioinspired sensor with high temporal resolution, the spiking cameras have enormous potential in real applications, yet it remains largely...
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Influence of Porous Structure Heterogeneity on the Dynamics of Development of Interfacial Contacts in Two-Phase Flows with Viscous and Capillary Fingers
An investigation of the effect of capillary and viscous forces on the dynamics of the development of two types of interfacial contacts "injected...
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The influence of gravel-scale heterogeneity and scale effect on the mechanical properties of conglomerate
Heterogeneity is a prominent characteristic of conglomerates, which will significantly influence the mechanical properties. Gravel petrological...
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Assessing sequence heterogeneity in Chlorellaceae DNA barcode markers for phylogenetic inference
Phylogenetic inference is an important approach that allows the recovery of the evolutionary history and the origin of the Chlorellaceae species....
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Investigating the Influence of Heterogeneity Within Cell Types on Microvessel Network Transport
BackgroundCurrent research on the biophysics of circulating tumor cells often overlooks the heterogeneity of cell populations, focusing instead on...
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Formation of local heterogeneity under energy collection in neural networks
Static distribution of intracellular and extracellular ions can induce the spatial distribution of electric field in the cell, while stochastic...
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Application of Multisensor Data Acquisition in Reservoir Heterogeneity
The triadic compound flooding test of three types of oil layers in the North East block of Lamadian oilfield is a key test project of tertiary oil...
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Characteristics of crack growth in brittle solids with the effects of material heterogeneity and multi-crack interaction
Despite the extensive research on crack propagation in brittle solids, numerous unexplored problems still necessitate in-depth study. In this work,...
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The Role of Heterogeneity in Autonomous Perimeter Defense Problems
When is heterogeneity in the composition of an autonomous robotic team beneficial and when is it detrimental? We investigate and answer this question...
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A Portable Indoor Localization Framework for Smartphone Heterogeneity Resilience
Indoor localization is an emerging application domain that promises to enhance the way we navigate in various indoor environments, as well as track...
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Data Format Heterogeneity in IoT-Based Ambient Assisted Living: A Survey
Ambient Assisted Living (AAL) has become a significant component of the lives of the elderly in the present decade, allowing them to live...
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Balanced Grou** Scheme for Efficient Clustering in WSN with Multilevel Heterogeneity
In this paper, balanced grou** scheme (BGS) for efficient clustering is proposed for routing problem in wireless sensor network with multilevel...
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MAHI: Multiple Attribute Heterogeneity Index for Wireless Sensor Networks
Wireless Sensor Network (WSN) is inherently heterogeneous due to the different architecture and characteristics of the sensor nodes. Varied...
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Fog of Things Framework to Handle Data Streaming Heterogeneity on Internet of Things
Internet of Things (IoT) sensors produce a huge amount of data every second. This unexpected data volume needs significant effort to manage,...
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A statistical bonded particle model study on the effects of rock heterogeneity and cement strength on dynamic rock fracture
Numerical modelling and simulation can be used to gain insight about rock excavation processes such as rock drilling. Since rock materials are...
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Strength-Deformation Behavior of Sandy Soil with Different Structures: Layered Structure Versus Uniform Structure
The strength and deformation characteristics of sandy soils are influenced by sedimentary conditions such as grain orientation, void ratio, and...