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Prediction model for suicide based on back propagation neural network and multilayer perceptron

open access: yesFrontiers in Neuroinformatics, 2022
IntroductionThe aim was to explore the neural network prediction model for suicide based on back propagation (BP) and multilayer perceptron, in order to establish the popular, non-invasive, brief and more precise prediction model of suicide.Materials and
Juncheng Lyu   +4 more
doaj   +1 more source

Multilayer Networks in a Nutshell [PDF]

open access: yesAnnual Review of Condensed Matter Physics, 2019
Complex systems are characterized by many interacting units that give rise to emergent behavior. A particularly advantageous way to study these systems is through the analysis of the networks that encode the interactions among the system constituents.
Alberto Aleta, Yamir Moreno
openaire   +2 more sources

SCINOBO: a novel system classifying scholarly communication in a dynamically constructed hierarchical Field-of-Science taxonomy

open access: yesFrontiers in Research Metrics and Analytics, 2023
Classifying scientific publications according to Field-of-Science taxonomies is of crucial importance, powering a wealth of relevant applications including Search Engines, Tools for Scientific Literature, Recommendation Systems, and Science Monitoring ...
Sotiris Kotitsas   +4 more
doaj   +1 more source

Isomorphisms in Multilayer Networks [PDF]

open access: yesIEEE Transactions on Network Science and Engineering, 2018
We extend the concept of graph isomorphisms to multilayer networks with any number of "aspects" (i.e., types of layering). In developing this generalization, we identify multiple types of isomorphisms. For example, in multilayer networks with a single aspect, permuting vertex labels, layer labels, and both vertex labels and layer labels each yield ...
Porter, Mason, A., Kivela, Mikko
openaire   +4 more sources

An Eigenmodel for Dynamic Multilayer Networks

open access: yesJ. Mach. Learn. Res., 2021
Dynamic multilayer networks frequently represent the structure of multiple co-evolving relations; however, statistical models are not well-developed for this prevalent network type. Here, we propose a new latent space model for dynamic multilayer networks.
Joshua Daniel Loyal, Yuguo Chen
openaire   +4 more sources

A Multilayer Interactome Network Constructed in a Forest Poplar Population Mediates the Pleiotropic Control of Complex Traits

open access: yesFrontiers in Genetics, 2021
The effects of genes on physiological and biochemical processes are interrelated and interdependent; it is common for genes to express pleiotropic control of complex traits.
Huiying Gong   +6 more
doaj   +1 more source

Deep Neural Networks and An Application in Health Sciences

open access: yesVan Tıp Dergisi, 2021
INTRODUCTION: Because there is more than one hidden layer between the input and output layers in the neural network algorithm, it is called "Deep Neural Networks". In the study, the Deep Neural Networks algorithm; different input (number of layers, epoch,
Sadi Elasan
doaj   +1 more source

Hiding in Multilayer Networks

open access: yesProceedings of the AAAI Conference on Artificial Intelligence, 2020
Multilayer networks allow for modeling complex relationships, where individuals are embedded in multiple social networks at the same time. Given the ubiquity of such relationships, these networks have been increasingly gaining attention in the literature.
Marcin Waniek   +2 more
openaire   +4 more sources

Multilayer Network Risk Factor Pricing Model

open access: yesComplexity, 2020
This paper proposes a multilayer network risk factor pricing model to depict the impact of interactions between stocks on excess stock returns by constructing the network risk factor based on the stock multilayer network and introducing it to the ...
Yu Liu, Conglin Hu, Lei Wang, Kun Yang
doaj   +1 more source

Multilayer Satellite Network Dynamic Access Technology

open access: yes天地一体化信息网络, 2022
Using the characteristics of satellites in diff erent orbits to build a more effi cient multilayer satellite network has become a hotspot in satellite network research in recent years.Traditional satellite network access methods have been unable to meet ...
Yunhan LI   +4 more
doaj   +2 more sources

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