Nalazite se na CroRIS probnoj okolini. Ovdje evidentirani podaci neće biti pohranjeni u Informacijskom sustavu znanosti RH. Ako je ovo greška, CroRIS produkcijskoj okolini moguće je pristupi putem poveznice www.croris.hr
izvor podataka: crosbi !

Statistical Inference Framework for Source Detection of Contagion Processes on Arbitrary Network Structures (CROSBI ID 622750)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Antulov-Fantulin, Nino ; Lančić, Alen ; Štefančić, Hrvoje ; Šikić, Mile ; Šmuc, Tomislav Statistical Inference Framework for Source Detection of Contagion Processes on Arbitrary Network Structures // Proceedings of 2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops. 2015. str. 78-83

Podaci o odgovornosti

Antulov-Fantulin, Nino ; Lančić, Alen ; Štefančić, Hrvoje ; Šikić, Mile ; Šmuc, Tomislav

engleski

Statistical Inference Framework for Source Detection of Contagion Processes on Arbitrary Network Structures

We introduce a statistical inference framework for maximum likelihood estimation of the contagion source from a partially observed contagion spreading process on an arbitrary network structure. The framework is based on simulations of a contagion spreading process from a set of potential sources which were infected in the observed realization. We present a number of different likelihood estimators for determining the conditional probabilities of potential initial sources producing the observed epidemic realization, which are computed in scalable and parallel way. This statistical inference framework is applicable to arbitrary networks with different dynamical spreading processes.

Contagion spreading; complex networks; source detection

nije evidentirano

nije evidentirano

nije evidentirano

nije evidentirano

nije evidentirano

nije evidentirano

Podaci o prilogu

78-83.

2015.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of 2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops

Podaci o skupu

Nepoznat skup

ostalo

29.02.1904-29.02.2096

Povezanost rada

Fizika, Računarstvo