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Research Article

Article
Ultra-efficient MCMC for Bayesian longitudinal functional data analysis
Thomas Y. Sun & Daniel R. Kowal
Accepted author version posted online: 07 Jun 2024
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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
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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
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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
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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
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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
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Research Article

Article
Kernel Angle Dependence Measures in Metric Spaces
Yilin Zhang & Songshan Yang
Accepted author version posted online: 03 Jun 2024
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Correction

Correction
Correction
Published online: 31 May 2024
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Free Access

Research Article

Article
Versatile Descent Algorithms for Group Regularization and Variable Selection in Generalized Linear Models
Nathaniel E. Helwig
Accepted author version posted online: 31 May 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
Accepted author version posted online: 31 May 2024
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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
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Research Article

Article
Iterated Data Sharpening
Hanxiao Chen, W. John Braun & Xiaoping Shi
Accepted author version posted online: 31 May 2024
  • 30 Views
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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
Accepted author version posted online: 28 May 2024
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Open Access

Research Article

Article
Distributed Learning for Principal Eigenspaces without Moment Constraints
Yong He, Zichen Liu & Yalin Wang
Published online: 24 May 2024
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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
  • 73 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
  • 126 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
Accepted author version posted online: 22 May 2024
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Research Article

Article
Nonparametric high-dimensional multi-sample tests based on graph theory
Xiaoping Shi
Accepted author version posted online: 21 May 2024
  • 39 Views
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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
  • 120 Views
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Research Article

Article
A Projection Approach to Local Regression with Variable-Dimension Covariates
Matthew J. Heiner, Garritt L. Page & Fernando Andrés Quintana
Accepted author version posted online: 20 May 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
Accepted author version posted online: 20 May 2024
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Open Access

Research Article

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

Research Article

Article
Fast calculation of Gaussian process multiple-fold cross-validation residuals and their covariances
David Ginsbourger & Cédric Schärer
Accepted author version posted online: 17 May 2024
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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
Accepted author version posted online: 15 May 2024
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Research Article

Article
On Inference for Modularity Statistics in Structured Networks
Anirban Mitra, Konasale Prasad & Joshua Cape
Published online: 13 May 2024
  • 68 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
Accepted author version posted online: 09 May 2024
  • 121 Views
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Research Article

Article
High-Dimensional Multivariate Linear Regression with Weighted Nuclear Norm Regularization
Namjoon Suh, Li-Hsiang Lin & Xiaoming Huo
Published online: 26 Apr 2024
  • 324 Views
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Research Article

Article
Semiparametric Probit Regression Model with General Interval-Censored Failure Time Data
Yi Deng, Shuwei Li, Liuquan Sun & Xinyuan Song
Published online: 22 Apr 2024
  • 189 Views
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Research Article

Article
Group Selection and Shrinkage: Structured Sparsity for Semiparametric Additive Models
Ryan Thompson & Farshid Vahid
Published online: 22 Apr 2024
  • 272 Views
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Open Access

Research Article

Article
Generative Quantile Regression with Variability Penalty
Shijie Wang, Minsuk Shin & Ray Bai
Published online: 22 Apr 2024
  • 184 Views
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Research Article

Article
Variational Bayesian Neural Networks via Resolution of Singularities
Susan Wei & Edmund Lau
Published online: 18 Apr 2024
  • 320 Views
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Open Access

Research Article

Article
Loss-Based Variational Bayes Prediction
David T. Frazier, Rubén Loaiza-Maya, Gael M. Martin & Bonsoo Koo
Accepted author version posted online: 16 Apr 2024
  • 259 Views
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Open Access

Research Article

Article
An Exact Game-Theoretic Variable Importance Index for Generalized Additive Models
Amir Khorrami Chokami & Giovanni Rabitti
Published online: 15 Apr 2024
  • 100 Views
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Research Article

Article
Independence-Encouraging Subsampling for Nonparametric Additive Models
Yi Zhang, Lin Wang, Xiaoke Zhang & HaiYing Wang
Published online: 15 Apr 2024
  • 180 Views
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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
Accepted author version posted online: 12 Apr 2024
  • 48 Views
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Research Article

Article
A Multi-Attribute Evaluation of Genotype-Environment Experiments Using Biplots and Joint Plots Graphics
Jhessica Leticia Kirch, Acácia Mecejana Diniz Souza Spitti, Alisson Fernando Chiorato, Carlos Tadeu dos Santos Dias & César Gonçalves de Lima
Published online: 03 Apr 2024
  • 59 Views
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Research Article

Article
Hammock Plots: Visualizing Categorical and Numerical Variables
Matthias Schonlau
Published online: 03 Apr 2024
  • 114 Views
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Research Article

Article
A Deep Dynamic Latent Block Model for Co-clustering of Zero-Inflated Data Matrices
Giulia Marchello, Marco Corneli & Charles Bouveyron
Published online: 02 Apr 2024
  • 72 Views
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Research Article

Article
A Penalized Criterion for Selecting the Number of Clusters for K-Medians
Antoine Godichon-Baggioni & Sobihan Surendran
Published online: 29 Mar 2024
  • 74 Views
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Research Article

Article
An Interpretable Neural Network-based Nonproportional Odds Model for Ordinal Regression
Akifumi Okuno & Kazuharu Harada
Published online: 29 Mar 2024
  • 168 Views
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Research Article

Article
Mixed Matrix Completion in Complex Survey Sampling under Heterogeneous Missingness
Xiaojun Mao, Hengfang Wang, Zhonglei Wang & Shu Yang
Published online: 29 Mar 2024
  • 149 Views
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Research Article

Article
Bayesian Hyperbolic Multidimensional Scaling
Bolun Liu, Shane Lubold, Adrian E. Raftery & Tyler H. McCormick
Published online: 29 Mar 2024
  • 93 Views
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Research Article

Article
MFAI: A Scalable Bayesian Matrix Factorization Approach to Leveraging Auxiliary Information
Zhiwei Wang, Fa Zhang, Cong Zheng, Xianghong Hu, Mingxuan Cai & Can Yang
Published online: 25 Mar 2024
  • 122 Views
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Research Article

Article
Nonparametric Additive Models for Billion Observations
Mengyu Li, Jingyi Zhang & Cheng Meng
Published online: 19 Mar 2024
  • 267 Views
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Research Article

Article
Forecasting High-Dimensional Functional Time Series: Application to Sub-National Age-Specific Mortality
Cristian F. Jiménez-Varón, Ying Sun & Han Lin Shang
Published online: 19 Mar 2024
  • 287 Views
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Research Article

Article
Functional Linear Model with Prior Information of Subjects’ Network
Xiaochen Zhang, Qingzhao Zhang & Kuangnan Fang
Published online: 19 Mar 2024
  • 152 Views
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Research Article

Article
Statistical Inference in Circular Structural Model and Fitting Circles to Noisy Data
A. Donner & A. Goldenshluger
Published online: 18 Mar 2024
  • 403 Views
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Open Access

Research Article

Article
Structured Variational Approximations with Skew Normal Decomposable Graphical Models and Implicit Copulas
Robert Salomone, Xuejun Yu, David J. Nott & Robert Kohn
Published online: 18 Mar 2024
  • 107 Views
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Research Article

Article
Communication-Efficient Nonparametric Quantile Regression via Random Features
Caixing Wang, Tao Li, Xinyi Zhang, Xingdong Feng & Xin He
Published online: 13 Mar 2024
  • 230 Views
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Research Article

Article
Renewable Quantile Regression with Heterogeneous Streaming Datasets
Xuerong Chen & Senlin Yuan
Published online: 11 Mar 2024
  • 290 Views
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