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We introduce a nonparametric graphical model for discrete node variables based on additive conditional independence. Additive conditional independence is a three way statistical relation that shares similar properties with conditional…

统计方法学 · 统计学 2021-12-30 Jun Tao , Bing Li , Lingzhou Xue

We classify proper holomorphic mappings between generalized pseudoellipsoids of different dimensions. Those domains are parametrized by the exponents. The relations among them are also obtained. Main tool is the orthogonal decomposition of…

复变函数 · 数学 2018-09-12 Atsushi Hayashimoto

Graphical models are a key class of probabilistic models for studying the conditional independence structure of a set of random variables. Circular variables are special variables, characterized by periodicity, arising in several contexts…

统计方法学 · 统计学 2021-04-08 Anna Gottard , Agnese Panzera

In finite group theory, studying the prime graph of a group has been an important topic for almost the past half-century. Recently, prime graphs of solvable groups have been characterized in graph theoretical terms only. This now allows the…

组合数学 · 数学 2020-11-19 Chris Florez , Jonathan Higgins , Kyle Huang , Thomas Michael Keller , Dawei Shen

This paper studies a class of binomial ideals associated to graphs with finite vertex sets. They generalize the binomial edge ideals, and they arise in the study of conditional independence ideals. A Gr\"obner basis can be computed by…

交换代数 · 数学 2014-06-18 Johannes Rauh

An alternative parameterization of R-matrix theory is presented which is mathematically equivalent to the standard approach, but possesses features which simplify the fitting of experimental data. In particular there are no level shifts and…

核理论 · 物理学 2009-11-07 Carl R. Brune

Asking which sets are fixed-parameter tractable for a given parameterization constitutes much of the current research in parameterized complexity theory. This approach faces some of the core difficulties in complexity theory. By focussing…

计算机科学中的逻辑 · 计算机科学 2018-01-17 Jouke Witteveen , Leen Torenvliet

Fitted probabilities from widely used Bayesian multinomial probit models can depend strongly on the choice of a base category, which is used to uniquely identify the parameters of the model. This paper proposes a novel identification…

统计方法学 · 统计学 2020-05-19 Lane F. Burgette , David Puelz , P. Richard Hahn

This paper introduces a new preconditioning technique that is suitable for matrices arising from the discretization of a system of PDEs on unstructured grids. The preconditioner satisfies a so-called filtering property, which ensures that…

数值分析 · 计算机科学 2011-03-17 Laura Grigori , Frédéric Nataf

Conditioning on some set of confounders that causally affect both treatment and outcome variables can be sufficient for eliminating bias introduced by all such confounders when estimating causal effect of the treatment on the outcome from…

统计方法学 · 统计学 2018-04-24 Priyantha Wijayatunga

The paper introduces a generalization for known probabilistic models such as log-linear and graphical models, called here multiplicative models. These models, that express probabilities via product of parameters are shown to capture…

人工智能 · 计算机科学 2012-06-18 Ydo Wexler , Christopher Meek

A mixture of multivariate contaminated normal distributions is developed for model-based clustering. In addition to the parameters of the classical normal mixture, our contaminated mixture has, for each cluster, a parameter controlling the…

统计方法学 · 统计学 2016-05-20 Antonio Punzo , Paul D. McNicholas

Reference priors are theoretically attractive for the analysis of geostatistical data since they enable automatic Bayesian analysis and have desirable Bayesian and frequentist properties. But their use is hindered by computational hurdles…

统计方法学 · 统计学 2022-01-27 Victor De Oliveira , Zifei Han

A graph $G$ is primarily orientable if it is possible to orient its edges in such a way that the resulting oriented graph is prime, i.e., indecomposable under modular decomposition. We characterize primarily orientable graphs.

组合数学 · 数学 2020-12-14 Houmem Belkhechine

Ron et al (1998) introduced a rich family of models for discrete longitudinal data, called acyclic probabilistic finite automata. These may be described as context-specific graphical models, since they are represented as directed…

统计理论 · 数学 2014-08-14 David Edwards , Smitha Ankinakatte

Graphs are widely used for describing systems made up of many interacting components and for understanding the structure of their interactions. Various statistical models exist, which describe this structure as the result of a combination…

统计方法学 · 统计学 2021-06-28 Louis Duvivier , Rémy Cazabet , Céline Robardet

Statistical inference for exponential-family models of random graphs with dependent edges is challenging. We stress the importance of additional structure and show that additional structure facilitates statistical inference. A simple…

统计理论 · 数学 2020-03-13 Michael Schweinberger , Jonathan Stewart

Regression models for categorical data are specified in heterogeneous ways. We propose to unify the specification of such models. This allows us to define the family of reference models for nominal data. We introduce the notion of…

统计方法学 · 统计学 2014-05-13 Jean Peyhardi , Catherine Trottier , Yann Guédon

We extend Andersson-Madigan-Perlman chain graphs by (i) relaxing the semidirected acyclity constraint so that only directed cycles are forbidden, and (ii) allowing up to two edges between any pair of nodes. We introduce global, and ordered…

机器学习 · 统计学 2016-02-22 Jose M. Peña

In this work we study the problem of constructing stochastic processes with a predetermined covariance decay by parameterizing its marginals and a given family of copulas. We show that the proposed methodology is compatibility-free and…

统计理论 · 数学 2025-07-01 Guilherme Pumi , Sílvia R. C. Lopes