Network Topology and Communication-Computation Tradeoffs in Decentralized Optimization [PDF]
In decentralized optimization, nodes cooperate to minimize an overall objective function that is the sum (or average) of per-node private objective functions. Algorithms interleave local computations with communication among all or a subset of the nodes.
A. Nedić +2 more
semanticscholar +1 more source
Topological clustering of multilayer networks [PDF]
Significance Multilayer network clustering is used in such diverse areas as optimal islanding of critical infrastructures, analysis of trade agreements, and monitoring ecological interaction patterns. We propose a perspective on multilayer network clustering based on the concept of shape. By invoking the machinery of topological data analysis,
Monisha Yuvaraj +4 more
openaire +3 more sources
Novel Online Dimensionality Reduction Method with Improved Topology Representing and Radial Basis Function Networks. [PDF]
This paper presents improvements to the conventional Topology Representing Network to build more appropriate topology relationships. Based on this improved Topology Representing Network, we propose a novel method for online dimensionality reduction that ...
Shengqiao Ni +3 more
doaj +1 more source
A Novel Deep Neural Network Topology for Parametric Modeling of Passive Microwave Components
Artificial neural network technique has gained recognition as a powerful technique in microwave modeling and design. This paper proposes a novel deep neural network topology for parametric modeling of microwave components.
Jing Jin +5 more
semanticscholar +1 more source
Network Topology Inference Based on Subset Structure Fusion
Network topology measurement is an important component in network research. Network tomography is able to accurately infer network topology by using end-to-end measurement without cooperation of internal routers.
Jian Ye +3 more
doaj +1 more source
Topology of music recommendation networks [PDF]
We study the topology of several music recommendation networks, which arise from relationships between artist, co-occurrence of songs in play lists or experts’ recommendation. The analysis uncovers the emergence of complex network phenomena in these kinds of recommendation networks, built considering artists as nodes and their resemblance as links.
Cano, Pedro +3 more
openaire +4 more sources
Combining network topology and information theory to construct representative brain networks
Network neuroscience employs graph theory to investigate the human brain as a complex network, and derive generalizable insights about the brain’s network properties.
A. Luppi, E. Stamatakis
semanticscholar +1 more source
Turing patterns mediated by network topology in homogeneous active systems. [PDF]
Mechanisms of pattern formation-of which the Turing instability is an archetype-constitute an important class of dynamical processes occurring in biological, ecological, and chemical systems.
Sayat Mimar +4 more
semanticscholar +1 more source
A hierarchical network model for network topology design using genetic algorithm
Network topology design has directly impact on network construction costs and network performance. Majority of current network topology design take the network physical topology parameters into consideration, such as the reliability and cost constraints,
Wang Chunlin +4 more
doaj +1 more source
Active Topology Inference using Network Coding [PDF]
Our goal is to infer the topology of a network when (i) we can send probes between sources and receivers at the edge of the network and (ii) intermediate nodes can perform simple network coding operations, i.e., additions.
Buchbinder, E.I. +3 more
core +3 more sources

