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Research Article

Article
Using rejection sampling probability of acceptance as a measure of independence
Markku Kuismin
Accepted author version posted online: 06 Aug 2024
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Research Article

Article
Augmentation Samplers for Multinomial Probit Bayesian Additive Regression Trees
Yizhen Xu, Joseph Hogan, Michael Daniels, Rami Kantor & Ann Mwangi
Accepted author version posted online: 05 Aug 2024
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Research Article

Article
Blocked Gibbs sampler for hierarchical Dirichlet processes
Snigdha Das, Yabo Niu, Yang Ni, Bani K. Mallick & Debdeep Pati
Accepted author version posted online: 05 Aug 2024
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Research Article

Article
Class-Distributed Learning for Multinomial Logistic Regression with High Dimensional Features and a Large Number of Classes
Shuyuan Wu, Jing Zhou, Ke Xu & Hansheng Wang
Published online: 22 Jul 2024
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Research Article

Article
Ultra-Efficient MCMC for Bayesian Longitudinal Functional Data Analysis
Thomas Y. Sun & Daniel R. Kowal
Published online: 22 Jul 2024
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Research Article

Article
Multiple-Use Calibration for All Future Values and Exact Two-Sided Simultaneous Tolerance Intervals in Linear Regression
Yang Han, Lingjiao Wang, Wei Liu & Frank Bretz
Published online: 22 Jul 2024
  • 261 Views
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Open Access

Research Article

Article
Versatile Descent Algorithms for Group Regularization and Variable Selection in Generalized Linear Models
Nathaniel E. Helwig
Published online: 17 Jul 2024
  • 116 Views
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Research Article

Article
Fast Variational Inference for Bayesian Factor Analysis in Single and Multi-Study Settings
Blake Hansen, Alejandra Avalos-Pacheco, Massimiliano Russo & Roberta De Vito
Published online: 17 Jul 2024
  • 213 Views
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Research Article

Article
Bayesian Federated Learning with Hamiltonian Monte Carlo: Algorithm and Theory
Jiajun Liang, Qian Zhang, Wei Deng, Qifan Song & Guang Lin
Accepted author version posted online: 15 Jul 2024
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Research Article

Article
Using early rejection Markov chain Monte Carlo and Gaussian processes to accelerate ABC methods
Xuefei Cao, Shijia Wang & Yongdao Zhou
Accepted author version posted online: 15 Jul 2024
  • 22 Views
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Research Article

Article
Principal Variables Analysis for Non-Gaussian Data
Dylan Clark-Boucher & Jeffrey W. Miller
Published online: 15 Jul 2024
  • 80 Views
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Research Article

Article
Iterated Data Sharpening
Hanxiao Chen, W. John Braun & Xiaoping Shi
Published online: 12 Jul 2024
  • 93 Views
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Research Article

Article
Computational methods for fast Bayesian model assessment via calibrated posterior p-values
Sally Paganin & Perry de Valpine
Accepted author version posted online: 11 Jul 2024
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Research Article

Article
Kernel Angle Dependence Measures in Metric Spaces
Yilin Zhang & Songshan Yang
Published online: 10 Jul 2024
  • 107 Views
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Research Article

Article
Fast Computer Model Calibration using Annealed and Transformed Variational Inference
Dongkyu Derek Cho, Won Chang & Jaewoo Park
Accepted author version posted online: 08 Jul 2024
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Research Article

Article
Functional Time Series Analysis and Visualization Based on Records
Israel Martínez-Hernández & Marc G. Genton
Accepted author version posted online: 08 Jul 2024
  • 160 Views
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Open Access

Research Article

Article
Stochastic Block Smooth Graphon Model
Benjamin Sischka & Göran Kauermann
Accepted author version posted online: 08 Jul 2024
  • 82 Views
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Open Access

Research Article

Article
A Tidy Framework and Infrastructure to Systematically Assemble Spatio-temporal Indexes from Multivariate Data
H. Sherry Zhang, Dianne Cook, Ursula Laa, Nicolas Langrené & Patricia Menéndez
Accepted author version posted online: 08 Jul 2024
  • 24 Views
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Research Article

Article
Continuous-time multivariate analysis
Biplab Paul, Philip T. Reiss, Erjia Cui & Noemi Foà
Accepted author version posted online: 08 Jul 2024
  • 203 Views
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Open Access

Research Article

Article
Dynamic prediction using landmark historical functional Cox regression
Andrew Leroux & Ciprian Crainiceanu
Accepted author version posted online: 02 Jul 2024
  • 121 Views
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Research Article

Article
Global inference and test for eigensystems of imaging data over complicated domains
Leheng Cai & Qirui Hu
Accepted author version posted online: 01 Jul 2024
  • 47 Views
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Research Article

Article
Bootstrapped Edge Count Tests for Nonparametric Two-Sample Inference Under Heterogeneity
Trambak Banerjee, Bhaswar B. Bhattacharya & Gourab Mukherjee
Accepted author version posted online: 01 Jul 2024
  • 29 Views
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Research Article

Article
On the Wasserstein Median of Probability Measures
Kisung You, Dennis Shung & Mauro Giuffrè
Accepted author version posted online: 01 Jul 2024
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Research Article

Article
Bayesian L12 regression
Xiongwen Ke & Yanan Fan
Accepted author version posted online: 01 Jul 2024
  • 33 Views
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Short Technical Note

Note
Testing Model Specification in Approximate Bayesian Computation Using Asymptotic Properties
Andrés Ramírez-Hassan & David T. Frazier
Published online: 24 Jun 2024
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Research Article

Article
Nonparametric Testing of the Covariate Significance for Spatial Point Patterns under the Presence of Nuisance Covariates
Jiří Dvořák & Tomáš Mrkvička
Published online: 24 Jun 2024
  • 171 Views
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Open Access

Research Article

Article
A Projection Approach to Local Regression with Variable-Dimension Covariates
Matthew J. Heiner, Garritt L. Page & Fernando Andrés Quintana
Published online: 17 Jun 2024
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Research Article

Article
Nonparametric High-Dimensional Multi-Sample Tests based on Graph Theory
Xiaoping Shi
Published online: 17 Jun 2024
  • 116 Views
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Research Article

Article
Fast Calculation of Gaussian Process Multiple-Fold Cross-Validation Residuals and their Covariances
David Ginsbourger & Cédric Schärer
Published online: 17 Jun 2024
  • 218 Views
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Open Access

Research Article

Article
smashGP: Large-Scale Spatial Modeling via Matrix-Free Gaussian Processes
Lucas Erlandson, Ana María Estrada Gómez, Edmond Chow & Kamran Paynabar
Published online: 13 Jun 2024
  • 234 Views
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Research Article

Article
A distribution-free method for change point detection in non-sparse high dimensional data
Reza Drikvandi & Reza Modarres
Accepted author version posted online: 12 Jun 2024
  • 276 Views
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Open Access

Research Article

Article
Distance-based clustering of functional data with derivative principal component analysis
Ping Yu, Gongmin Shi, Chunjie Wang & Xinyuan Song
Accepted author version posted online: 11 Jun 2024
  • 111 Views
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Research Article

Article
Fast and Robust Low-Rank Learning over Networks: A Decentralized Matrix Quantile Regression Approach
Nan Qiao & Canyi Chen
Published online: 11 Jun 2024
  • 177 Views
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Research Article

Article
Loss-Based Variational Bayes Prediction
David T. Frazier, Rubén Loaiza-Maya, Gael M. Martin & Bonsoo Koo
Published online: 11 Jun 2024
  • 444 Views
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Open Access

Research Article

Article
Data Nuggets: A Method for Reducing Big Data While Preserving Data Structure
Traymon E. Beavers, Ge Cheng, Yajie Duan, Javier Cabrera, Mariusz Lubomirski, Dhammika Amaratunga & Jeffrey E. Teigler
Published online: 11 Jun 2024
  • 81 Views
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Research Article

Article
Interval-censored linear quantile regression
Taehwa Choi, Seohyeon Park, Hunyong Cho & Sangbum Choi
Accepted author version posted online: 11 Jun 2024
  • 54 Views
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Research Article

Article
Generating Independent Replicates Directly from the Posterior Distribution for a Class of Spatial Hierarchical Models
Jonathan R. Bradley & Madelyn Clinch
Accepted author version posted online: 11 Jun 2024
  • 121 Views
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Research Article

Article
Variance-Reduced Stochastic Optimization for Efficient Inference of Hidden Markov Models
Evan Sidrow, Nancy Heckman, Alexandre Bouchard-Côté, Sarah M. E. Fortune, Andrew W. Trites & Marie Auger-Méthé
Published online: 07 Jun 2024
  • 66 Views
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Short Technical Note

Note
Performance Is Not Enough: The Story Told by a Rashomon Quartet
Przemysław Biecek, Hubert Baniecki, Mateusz Krzyziński & Dianne Cook
Published online: 07 Jun 2024
  • 68 Views
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Research Article

Article
Mapper–Type Algorithms for Complex Data and Relations
Paweł Dłotko, Davide Gurnari & Radmila Sazdanovic
Published online: 07 Jun 2024
  • 60 Views
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Research Article

Article
Multivariate Singular Spectrum Analysis by Robust Diagonalwise Low-Rank Approximation
Fabio Centofanti, Mia Hubert, Biagio Palumbo & Peter J. Rousseeuw
Accepted author version posted online: 05 Jun 2024
  • 39 Views
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Research Article

Article
Parsimonious Tensor Dimension Reduction
Xin Xing, Peng Zeng, Youhui Ye & Wenxuan Zhong
Accepted author version posted online: 04 Jun 2024
  • 85 Views
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Correction

Correction
Correction
Published online: 31 May 2024
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Free Access

Research Article

Article
Universal Inference Meets Random Projections: A Scalable Test for Log-Concavity
Robin Dunn, Aditya Gangrade, Larry Wasserman & Aaditya Ramdas
Published online: 31 May 2024
  • 84 Views
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Research Article

Article
Distributed Learning for Principal Eigenspaces without Moment Constraints
Yong He, Zichen Liu & Yalin Wang
Published online: 24 May 2024
  • 244 Views
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Research Article

Article
Dynamic Survival Prediction Using Sparse Longitudinal Images via Multi-Dimensional Functional Principal Component Analysis
Haolun Shi, Shu Jiang, Da Ma, Mirza Faisal Beg & Jiguo Cao
Published online: 23 May 2024
  • 123 Views
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Research Article

Article
A Plot is Worth a Thousand Tests: Assessing Residual Diagnostics with the Lineup Protocol
Weihao Li, Dianne Cook, Emi Tanaka & Susan VanderPlas
Published online: 22 May 2024
  • 258 Views
  • 1 CrossRef citations
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Open Access

Research Article

Article
Relative Entropy Gradient Sampler for Unnormalized Distribution
Xingdong Feng, Yuan Gao, Jian Huang, Yuling Jiao & Xu Liu
Published online: 21 May 2024
  • 149 Views
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Research Article

Article
Wavelet Feature Screening
Rodney Fonseca, Pedro Morettin & Aluísio Pinheiro
Published online: 20 May 2024
  • 541 Views
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Open Access

Research Article

Article
On Inference for Modularity Statistics in Structured Networks
Anirban Mitra, Konasale Prasad & Joshua Cape
Published online: 13 May 2024
  • 100 Views
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