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We introduce a method for learning pairwise interactions in a linear regression or logistic regression model in a manner that satisfies strong hierarchy: whenever an interaction is estimated to be non...
Assessing variability according to distinct factors in data is a fundamental technique of statistics. The method commonly regarded to as analysis of variance (ANOVA) is, however, typically confined to...
Our perspective in this paper follows the framework adopted by Lin et al. (2006), who intro- duced several loss functions for the identi cation of the elements of a parameter ensemble that represent...
I find a topological arrangement of assets traded in a phonographic market which has associated a meaningful economic taxonomy. I continue using the Minimal Spanning Tree and the Life-time Of Correl...
Inverse inference, or “brain reading”, is a recent paradigm for analyzing functional magnetic resonance imaging (fMRI) data, based on pattern recognition and statistical learning. By predicting some c...
We survey agglomerative hierarchical clustering algorithms and dis- cuss efficient implementations that are available in R and other software environments. We look at hierarchical self-organizing ma...
Hierarchical clustering based on pairwise similarities is a common tool used in a broad range of scientific applications. However, in many problems it may be expensive to obtain or compute similaritie...
Previous likelihood-based linear modeling of nutritional data has been limited by the availability of software that allows flexible error structures in the data. We demonstrate the use of a Bayesian m...
HIV dynamical models are often based on non-linear systems of ordinary di erential equations (ODE), which do not have analytical solution. Introducing random e ects in such models leads to very chal...
In this article,we present a behind-the-scenes look at a Bayesian hierarchical analysis of pathways of exposure to arsenic(a toxic heavy metal) using the Phase I National Human Exposure Assessment ...
Motivated by an increasing number of Bayesian hierarchical model applications, the objective of this paper is to evaluate properties of several di- agnostic techniques when the tted model includes s...
In this paper, we extend the previously proposed MRH methods(Bouman et al.2005, 2007) into the hierarchical multiresolution hazard setting (HMRH), to accommodate the case of separate hazard rate funct...
A variety of simulation-based techniques have been proposed for detec- tion of divergent behaviour at each level of a hierarchical model. We investigate a diagnostic test based on measuring the coni...
Performance evaluations of health services providers burgeons. Simi- larly, analyzing spatially related health information, ranking teachers and schools, and identification of differentially express...
The power prior has emerged as a useful informative prior for the incorpora- tion of historical data in a Bayesian analysis. Viewing hierarchical modeling as the gol standard for combining informati...

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