Jaeyong Lee,Fernando A Quintana,Peter Müller et al.
Jaeyong Lee et al.
We review the class of species sampling models (SSM). In particular, we investigate the relation between the exchangeable partition probability function (EPPF) and the predictive probability function (PPF). It is straightforward to define a...
James Berger,William Jefferys,Peter Müller
James Berger
Bayesian nonparametric regression with dependent wavelets has dual shrinkage properties: there is shrinkage through a dependent prior put on functional differences, and shrinkage through the setting of most of the wavelet coefficients to ze...
Julia Salzman,Hui Jiang,Wing Hung Wong
Julia Salzman
Recently, ultra high-throughput sequencing of RNA (RNA-Seq) has been developed as an approach for analysis of gene expression. By obtaining tens or even hundreds of millions of reads of transcribed sequences, an RNA-Seq experiment can offer...
Jian Huang,Patrick Breheny,Shuangge Ma
Jian Huang
Grouping structures arise naturally in many statistical modeling problems. Several methods have been proposed for variable selection that respect grouping structure in variables. Examples include the group LASSO and several concave group se...
Variable Selection for Nonparametric Gaussian Process Priors: Models and Computational Strategies [0.03%]
高斯过程非参数先验变量选择：模型和计算策略
Terrance Savitsky,Marina Vannucci,Naijun Sha
Terrance Savitsky
This paper presents a unified treatment of Gaussian process models that extends to data from the exponential dispersion family and to survival data. Our specific interest is in the analysis of data sets with predictors that have an a priori...
Discussion of "Semiparametric Estimation of Treatment Effect in a Pretest-Posttest Study With Missing Data" by Davidian, Tsiatis and Leon [0.03%]
论Davidian、Tsiatis和Leon有关缺失数据的前后检验估计治疗效应的半参数法一文
Joseph L Schafer,Joseph D Y Kang
Joseph L Schafer
Heping Zhang
Heping Zhang
Identifying the risk factors for mental illnesses is of significant public health importance. Diagnosis, stigma associated with mental illnesses, comorbidity, and complex etiologies, among others, make it very challenging to study mental di...
Hua Zhou,Kenneth Lange,Marc A Suchard
Hua Zhou
This paper discusses the potential of graphics processing units (GPUs) in high-dimensional optimization problems. A single GPU card with hundreds of arithmetic cores can be inserted in a personal computer and dramatically accelerates many s...
Robert E Kass
Robert E Kass
Statistics has moved beyond the frequentist-Bayesian controversies of the past. Where does this leave our ability to interpret results? I suggest that a philosophy compatible with statistical practice, labelled here statistical pragmatism, ...
John O&#x;Quigley,Mark Conaway
John O&#x;Quigley
During the last twenty years there have been considerable methodological developments in the design and analysis of Phase 1, Phase 2 and Phase 1/2 dose-finding studies. Many of these developments are related to the continual reassessment me...