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19982026
most citedClustering and Community Detection in Directed Networks: A Survey

599 citations

Showing 2020 · stat.MEShow all

5 papers · 2 filters

stat.ME2020★ 14 cited

Bayesian inference for transportation origin-destination matrices: the Poisson-inverse Gaussian and other Poisson mixtures

Konstantinos Perrakis, Dimitris Karlis, Mario Cools +1

In this paper we present Poisson mixture approaches for origin-destination (OD) modeling in transportation analysis. We introduce covariate-based models which incorporate different…

stat.ME2020★ 1 cited

Modelling of functional profiles and explainable shape shifts detection: An approach combining the notion of the Fréchet mean with the shape invariant model

Georgios I. Papayiannis, Stelios Psarakis, Athanasios N. Yannacopoulos

A modelling framework suitable for detecting shape shifts in functional profiles combining the notion of Fréchet mean and the concept of deformation models is developed and propose…

stat.ME2020★ 1 cited

Infinite mixtures of multivariate normal-inverse Gaussian distributions for clustering of skewed data

Yuan Fang, Dimitris Karlis, Sanjeena Subedi

Mixtures of multivariate normal inverse Gaussian (MNIG) distributions can be used to cluster data that exhibit features such as skewness and heavy tails. However, for cluster analy…

stat.ME2020★ 33 cited

On the identifiability of Bayesian factor analytic models

Panagiotis Papastamoulis, Ioannis Ntzoufras

A well known identifiability issue in factor analytic models is the invariance with respect to orthogonal transformations. This problem burdens the inference under a Bayesian setup…

stat.ME2020

Power-Expected-Posterior Priors as Mixtures of g-Priors

Dimitris Fouskakis, Ioannis Ntzoufras

One of the main approaches used to construct prior distributions for objective Bayes methods is the concept of random imaginary observations. Under this setup, the expected-posteri…