Overlapping stochastic block models with application to the french political blogosphere
P Latouche, E Birmelé, C Ambroise - 2011 - projecteuclid.org
… They are particularly suitable for the analysis of affiliation networks [Latouche, Birmelé and
Ambroise (2009)]. Most existing community discovery algorithms are based on the modularity …
Ambroise (2009)]. Most existing community discovery algorithms are based on the modularity …
Optimal listing of cycles and st-paths in undirected graphs
The classical problem of efficiently listing all the simple cycles in a graph has been studied
since the early 70s. For a graph with n vertices and m edges, containing η cycles, the most …
since the early 70s. For a graph with n vertices and m edges, containing η cycles, the most …
Model selection in overlapping stochastic block models
P Latouche, E Birmelé, C Ambroise - 2014 - projecteuclid.org
Networks are a commonly used mathematical model to describe the rich set of interactions
between objects of interest. Many clustering methods have been developed in order to …
between objects of interest. Many clustering methods have been developed in order to …
Network motifs: mean and variance for the count
Network motifs are at the core of modern studies on biological networks, trying to encompass
global features such as small-world or scale-free properties. Detection of significant motifs …
global features such as small-world or scale-free properties. Detection of significant motifs …
Variational Bayesian inference and complexity control for stochastic block models
P Latouche, E Birmele, C Ambroise - Statistical Modelling, 2012 - journals.sagepub.com
It is now widely accepted that knowledge can be acquired from networks by clustering their
vertices according to the connection profiles. Many methods have been proposed and in this …
vertices according to the connection profiles. Many methods have been proposed and in this …
[HTML][HTML] Causal mediation analysis in presence of multiple mediators uncausally related
Mediation analysis aims at disentangling the effects of a treatment on an outcome through
alternative causal mechanisms and has become a popular practice in biomedical and social …
alternative causal mechanisms and has become a popular practice in biomedical and social …
[PDF][PDF] The Erdos-Pósa property for long circuits
E Birmelé, JA Bondy, BA Reed - Combinatorica, 2007 - math.u-szeged.hu
We show that, for every l, the family Fl of circuits of length at least l satisfies the Erdos–Pósa
property, with f (k)= 13l (k− 1)(k− 2)+(2l+ 3)(k− 1), thereby sharpening a result of C. …
property, with f (k)= 13l (k− 1)(k− 2)+(2l+ 3)(k− 1), thereby sharpening a result of C. …
Telling metabolic stories to explore metabolomics data: a case study on the yeast response to cadmium exposure
Motivation: The increasing availability of metabolomics data enables to better understand the
metabolic processes involved in the immediate response of an organism to environmental …
metabolic processes involved in the immediate response of an organism to environmental …
Bayesian methods for graph clustering
P Latouche, E Birmelé, C Ambroise - … in Data Analysis, Data Handling and …, 2010 - Springer
Networks are used in many scientific fields such as biology, social science, and information
technology. They aim at modelling, with edges, the way objects of interest, represented by …
technology. They aim at modelling, with edges, the way objects of interest, represented by …
[HTML][HTML] A scale-free graph model based on bipartite graphs
E Birmelé - Discrete Applied Mathematics, 2009 - Elsevier
Most biological networks have some common properties, on which models have to fit. The
main one is that those networks are scale-free, that is that the distribution of the vertex …
main one is that those networks are scale-free, that is that the distribution of the vertex …