5 citations · 5 across the 1 of their papers we have counts for
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An integrated method for clustering and association network inference
Jeanne Tous, Julien Chiquet
High dimensional Gaussian graphical models provide a rigorous framework to describe a network of statistical dependencies between entities, such as genes in genomic regulation stud…
Automated calibration of consensus weighted distance-based clustering approaches using sharp
Barbara Bodinier, Dragana Vuckovic, Sabrina Rodrigues +3
In consensus clustering, a clustering algorithm is used in combination with a subsampling procedure to detect stable clusters. Previous studies on both simulated and real data sugg…
Adjusting the adjusted Rand Index -- A multinomial story
Martina Sundqvist, Julien Chiquet, Guillem Rigaill
The Adjusted Rand Index () is arguably one of the most popular measures for cluster comparison. The adjustment of the is based on a hypergeometric distribution assumptio…
Variational inference for sparse network reconstruction from count data
Julien Chiquet, Mahendra Mariadassou, Stéphane Robin
In multivariate statistics, the question of finding direct interactions can be formulated as a problem of network inference - or network reconstruction - for which the Gaussian gra…