Methodology

Authors and titles for July 2025

[1] arXiv:2507.00151 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Hybrid methods for missing categorical covariates in Cox model Show Chinese title

Title: Cox模型中缺失分类协变量的混合方法

Abdoulaye Dioni, Lynne Moore, Aida Eslami

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[2] arXiv:2507.00173 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Penalized FCI for Causal Structure Learning in a Sparse DAG for Biomarker Discovery in Parkinson's Disease Show Chinese title

Title: 惩罚的FCI用于帕金森病生物标志物发现中的稀疏DAG因果结构学习

Samhita Pal, Dhrubajyoti Ghosh, Shu Yang

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[3] arXiv:2507.00312 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Optimal Targeting in Dynamic Systems Show Chinese title

Title: 动态系统中的最优瞄准

Yuchen Hu, Shuangning Li, Stefan Wager

Subjects: Methodology (stat.ME)

[4] arXiv:2507.00484 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: Clustering-based accelerometer measures to model relationships between physical activity and key outcomes Show Chinese title

Title: 基于聚类的加速度计测量方法来建模身体活动与关键结果之间的关系

Hyatt Moore IV, Thomas N. Robinson, Alexandria Jensen, Fatma Gunturkun, K. Farish Haydel, Kristopher I Kapphahn, Manisha Desai

Comments: 23 pages, 2 tables, 3 figures, 4 supplemental tables, 1 supplemental figure

Subjects: Methodology (stat.ME)

[5] arXiv:2507.00524 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: Differential Distance Correlation and Its Applications Show Chinese title

Title: 微分距离相关性及其应用

Yixiao Liu, Pengjian Shang

Subjects: Methodology (stat.ME)

[6] arXiv:2507.00680 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Bayesian analysis of the causal reference-based model for missing data in clinical trials Show Chinese title

Title: 临床试验中缺失数据的因果参考模型的贝叶斯分析

Brendah Nansereko, Marcel Wolbers, James Carpenter, Jonathan Bartlett

Comments: Inadvertently missed Jonathan Bartlett as an author

Subjects: Methodology (stat.ME)

[7] arXiv:2507.01136 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Minority Representation in Network Rankings: Methods for Estimation, Testing, and Fairness Show Chinese title

Title: 网络排名中的少数群体代表性：估计、检验和公平性的方法

Hui Shen, Peter W. MacDonald, Eric D. Kolaczyk

Comments: Contact networks; Graphon model; Noisy networks; Stochastic block model; Systematic bias

Subjects: Methodology (stat.ME)

[8] arXiv:2507.01261 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: A robust Likelihood Ratio Test for high-dimensional MANOVA -- with excellent performance Show Chinese title

Title: 针对高维MANOVA的稳健似然比检验——表现出色

Carlos A. Coelho

Comments: 159 pages with 400 Tables

Subjects: Methodology (stat.ME) ; Statistics Theory (math.ST)

[9] arXiv:2507.01314 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Semi-supervised learning for linear extremile regression Show Chinese title

Title: 半监督学习在线性极值回归中的应用

Rong Jiang, Keming Yu, Jiangfeng Wang

Comments: arXiv admin note: substantial text overlap with arXiv:2310.07107

Subjects: Methodology (stat.ME) ; Machine Learning (stat.ML)

[10] arXiv:2507.01375 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Mixtures of Neural Network Experts with Application to Phytoplankton Flow Cytometry Data Show Chinese title

Title: 神经网络专家的混合及其在浮游植物流式细胞术数据中的应用

Ethan Pawl, François Ribalet, Paul A. Parker, Sangwon Hyun

Comments: 35 pages, 14 figures. Submitted to Environmetrics

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[11] arXiv:2507.01430 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Targeted tuning of random forests for quantile estimation and prediction intervals Show Chinese title

Title: 针对分位数估计和预测区间的随机森林定向调优

Matthew Berkowitz, Rachel MacKay Altman, Thomas M. Loughin

Comments: 36 pages, 15 figures

Subjects: Methodology (stat.ME) ; Applications (stat.AP) ; Machine Learning (stat.ML)

[12] arXiv:2507.01473 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Nonparametric learning of heterogeneous graphical model on network-linked data Show Chinese title

Title: 网络关联数据上异质图模型的非参数学习

Yuwen Wang, Changyu Liu, Xin He, Junhui Wang

Subjects: Methodology (stat.ME) ; Machine Learning (stat.ML)

[13] arXiv:2507.01526 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Root/Additional Metric (RoAM) framework: a guide for goal-centred metric construction Show Chinese title

Title: 根/附加指标（RoAM）框架：目标导向指标构建指南

Luke E. B. Goodyear, Daniel Pincheira-Donoso

Comments: 15 pages, 1 figure, 2 tables

Subjects: Methodology (stat.ME)

[14] arXiv:2507.01555 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Tensor-product interactions in Markov-switching models Show Chinese title

Title: 马尔可夫转换模型中的张量积相互作用

Jan-Ole Koslik

Subjects: Methodology (stat.ME)

[15] arXiv:2507.01558 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: A Bayesian framework for change-point detection with uncertainty quantification Show Chinese title

Title: 一种用于变化点检测的贝叶斯框架及不确定性量化

Davis Berlind, Lorenzo Cappello, Oscar Hernan Madrid Padilla

Subjects: Methodology (stat.ME)

[16] arXiv:2507.01732 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Gold after Randomized Sand: Model-X Split Knockoffs for Controlled Transformation Selection Show Chinese title

Title: 随机沙之后的黄金：模型-X 分割敲诈法用于受控变换选择

Yang Cao, Hangyu Lin, Xinwei Sun, Yuan Yao

Subjects: Methodology (stat.ME)

[17] arXiv:2507.02072 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: A novel two-stage parameter estimation framework integrating Approximate Bayesian Computation and Machine Learning: The ABC-RF-rejection algorithm Show Chinese title

Title: 一种整合近似贝叶斯计算和机器学习的新型两阶段参数估计框架：ABC-RF拒绝算法

Renata Retkute, Christopher A. Gilligan

Comments: 14 pages, 3 figures

Subjects: Methodology (stat.ME)

[18] arXiv:2507.02425 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Dealing with separation problem in hidden Markov models with covariates based on a penalized maximum likelihood approach Show Chinese title

Title: 基于惩罚最大似然方法处理带有协变量的隐马尔可夫模型中的分离问题

Luca Brusa, Fulvia Pennoni, Francesco Bartolucci, Romina Peruilh Bagolini

Subjects: Methodology (stat.ME)

[19] arXiv:2507.02467 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: DUST: A Duality-Based Pruning Method For Exact Multiple Change-Point Detection Show Chinese title

Title: DUST：一种基于对偶的精确多重变点检测剪枝方法

Vincent Runge, Charles Truong, Simon Querné

Subjects: Methodology (stat.ME) ; Computation (stat.CO)

[20] arXiv:2507.02580 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: On the analysis of sequential designs without a specified number of observations Show Chinese title

Title: 关于没有指定观测次数的顺序设计的分析

Anna Klimova, Tamás Rudas

Subjects: Methodology (stat.ME)

[21] arXiv:2507.03061 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: Multiple data-driven missing imputation Show Chinese title

Title: 多数据驱动的缺失值填补

Sergii Kavun

Comments: https://github.com/s-kav/kz_data_imputation

Subjects: Methodology (stat.ME) ; Machine Learning (cs.LG) ; Machine Learning (stat.ML)

[22] arXiv:2507.03464 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Causal interpretation of the sibling comparison and its relation to the cross-over design Show Chinese title

Title: 因果解释的兄弟比较及其与交叉设计的关系

Simon Bang Kristensen, Christian Bressen Pipper, Jacob von Bornemann Hjelmborg

Subjects: Methodology (stat.ME)

[23] arXiv:2507.03584 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Small Area Estimation of Fertility in Low- and Middle-Income Countries Show Chinese title

Title: 低收入和中等收入国家生育率的小区域估计

Yunhan Wu, Jon Wakefield

Comments: 35 pages and 13 figures

Subjects: Methodology (stat.ME)

[24] arXiv:2507.03652 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: Multivariate MRP Show Chinese title

Title: 多变量MRP

Max Goplerud, Michael Auslen

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[25] arXiv:2507.03725 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Differentially private scale testing via rank transformations and percentile modifications Show Chinese title

Title: 通过等级变换和百分位数修改的差分隐私尺度检验

Joshua Levine, Kelly Ramsay

Comments: 4 figures, 35 tables, 53 pages

Subjects: Methodology (stat.ME) ; Machine Learning (cs.LG)

[26] arXiv:2507.03815 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Global p-Values in Multi-Design Studies Show Chinese title

Title: 多设计研究中的全局p值

Guillaume Coqueret, Yuming Zhang, Christophe Pérignon, Francesca Chiaromonte, Stéphane Guerrier

Subjects: Methodology (stat.ME)

[27] arXiv:2507.03879 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: On relation between separable indirect effect, natural indirect effect, and interventional indirect effect Show Chinese title

Title: 可分离的间接效应、自然间接效应和干预性间接效应之间的关系

Yan-Lin Chen, Sheng-Hsuan Lin

Subjects: Methodology (stat.ME)

[28] arXiv:2507.04044 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: A New and Efficient Debiased Estimation of General Treatment Models by Balanced Neural Networks Weighting Show Chinese title

Title: 一种通过平衡神经网络加权的新颖高效无偏估计方法

Zeqi Wu, Meilin Wang, Wei Huang, Zheng Zhang

Subjects: Methodology (stat.ME) ; Econometrics (econ.EM)

[29] arXiv:2507.04092 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Adaptive Designs in Fast-Track Registration Processes Show Chinese title

Title: 快速通道注册过程中的自适应设计

Liane Kluge, Werner Brannath

Comments: Corrected typos and added some short addtional explanations

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[30] arXiv:2507.04168 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Generative Regression with IQ-BART Show Chinese title

Title: 带有IQ-BART的生成回归

Sean O'Hagan, Veronika Ročková

Comments: 48 pages, 7 figures

Subjects: Methodology (stat.ME) ; Machine Learning (stat.ML)

[31] arXiv:2507.04216 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Normalizing Flow to Augmented Posterior: Conditional Density Estimation with Interpretable Dimension Reduction for High Dimensional Data Show Chinese title

Title: 增强后验的归一化流：高维数据的可解释降维条件密度估计

Cheng Zeng, George Michailidis, Hitoshi Iyatomi, Leo L Duan

Comments: 25 pages, 11 figures

Subjects: Methodology (stat.ME) ; Applications (stat.AP) ; Machine Learning (stat.ML)

[32] arXiv:2507.04237 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Structural Classification of Locally Stationary Time Series Based on Second-order Characteristics Show Chinese title

Title: 基于二阶特性的局部平稳时间序列的结构分类

Chen Qian, Xiucai Ding, Lexin Li

Comments: 41 Pages, 4 Figures

Subjects: Methodology (stat.ME) ; Machine Learning (stat.ML)

[33] arXiv:2507.04330 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: A note on the unique properties of the Kullback--Leibler divergence for sampling via gradient flows Show Chinese title

Title: 关于通过梯度流采样时Kullback--Leibler散度的唯一性质的注记

Francesca Romana Crucinio

Subjects: Methodology (stat.ME) ; Machine Learning (cs.LG) ; Statistics Theory (math.ST) ; Computation (stat.CO)

[34] arXiv:2507.04496 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Structural Identifiability of Compartmental Models: Recent Progress and Future Directions Show Chinese title

Title: 隔室模型的结构可辨识性：最新进展与未来方向

Nicolette Meshkat, Anne Shiu

Subjects: Methodology (stat.ME) ; Dynamical Systems (math.DS) ; Quantitative Methods (q-bio.QM)

[35] arXiv:2507.04553 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: AL-SPCE -- Reliability analysis for nondeterministic models using stochastic polynomial chaos expansions and active learning Show Chinese title

Title: AL-SPCE — 使用随机多项式混沌展开和主动学习对非确定性模型进行可靠性分析

A. Pires, M. Moustapha, S. Marelli, B. Sudret

Subjects: Methodology (stat.ME) ; Computation (stat.CO) ; Machine Learning (stat.ML)

[36] arXiv:2507.04560 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: A Test for Jumps in Metric-Space Conditional Means Show Chinese title

Title: 度量空间条件均值中的跳跃检验

David Van Dijcke

Comments: 29 pages, 4 figures, 1 table, R package available at https://github.com/Davidvandijcke/frechesTest

Subjects: Methodology (stat.ME) ; Econometrics (econ.EM) ; Statistics Theory (math.ST)

[37] arXiv:2507.04567 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Inverse Probability Weighting for Recurrent Event Models Show Chinese title

Title: 用于重复事件模型的逆概率加权

Jiren Sun, Tobias Mutze, Richard Cook, Tianmeng Lyu

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[38] arXiv:2507.04583 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Bias Corrected Variance Stabilizing Transformation for Small Area Estimation Show Chinese title

Title: 偏差校正的方差稳定变换用于小区域估计

Masayo Y. Hirose, Malay Ghosh, Mayumi Oka

Comments: 21 pages, 4 figures

Subjects: Methodology (stat.ME)

[39] arXiv:2507.04668 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Forward Variable Selection in Ultra-High Dimensional Linear Regression Using Gram-Schmidt Orthogonalization Show Chinese title

Title: 使用Gram-Schmidt正交化的超高维线性回归中的前向变量选择

Jialuo Chen, Zhaoxing Gao, Ruey S. Tsay

Subjects: Methodology (stat.ME) ; Econometrics (econ.EM)

[40] arXiv:2507.04711 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Graph Estimation Based on Neighborhood Selection for Matrix-variate Data Show Chinese title

Title: 基于邻域选择的矩阵变量数据图估计

Minsub Shin, Johan Lim, Seongoh Park

Subjects: Methodology (stat.ME)

[41] arXiv:2507.04713 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Optimal Exact Designs of Multiresponse Experiments under Linear and Sparsity Constraints Show Chinese title

Title: 多响应实验在线性和稀疏性约束下的最优精确设计

Lenka Filová, Pál Somogyi, Radoslav Harman

Subjects: Methodology (stat.ME) ; Computation (stat.CO)

[42] arXiv:2507.04866 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: The connection of the stability of the binary choice model with its discriminatory power Show Chinese title

Title: 二元选择模型的稳定性与其区分能力之间的联系

M. Pomazanov

Comments: Article in Russian, 14 pages

Subjects: Methodology (stat.ME) ; Risk Management (q-fin.RM)

[43] arXiv:2507.04894 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: A cautionary tale of model misspecification and identifiability Show Chinese title

Title: 模型误指和可识别性的警示故事

Alexander P Browning, Jennifer A Flegg, Ryan J Murphy

Subjects: Methodology (stat.ME) ; Quantitative Methods (q-bio.QM)

[44] arXiv:2507.04962 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Covariance test for discretely observed functional data: when and how it works? Show Chinese title

Title: 离散观测功能数据的协方差检验：何时以及如何起作用？

Yang Zhou, Jin Yang, Fang Yao

Comments: 35 pages, 2 figures, 1 table

Subjects: Methodology (stat.ME)

[45] arXiv:2507.05114 (cross-list from stat.ME) [cn-pdf, pdf, other]

Title: Sequential multiple importance sampling for high-dimensional Bayesian inference Show Chinese title

Title: 高维贝叶斯推断的顺序多重重要性采样

Li Binbin, He Xiao, Liao Zihan

Subjects: Methodology (stat.ME) ; Numerical Analysis (math.NA) ; Statistics Theory (math.ST)

[46] arXiv:2507.05128 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Practical considerations for Gaussian Process modeling for causal inference quasi-experimental studies with panel data Show Chinese title

Title: 高斯过程建模在面板数据准实验研究中的因果推断实际考虑因素

Sofia L. Vega, Rachel C. Nethery

Subjects: Methodology (stat.ME) ; Applications (stat.AP)

[47] arXiv:2507.05170 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Predictive posteriors under hidden confounding Show Chinese title

Title: 隐性混杂下的预测后验

Carlos García Meixide, David Ríos Insua

Subjects: Methodology (stat.ME)

[48] arXiv:2507.05175 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Blind Targeting: Personalization under Third-Party Privacy Constraints Show Chinese title

Title: 盲目标定：第三方隐私约束下的个性化

Anya Shchetkina

Subjects: Methodology (stat.ME) ; Machine Learning (cs.LG) ; Econometrics (econ.EM) ; Applications (stat.AP)

[49] arXiv:2507.05214 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: On the Posterior Computation Under the Dirichlet-Laplace Prior Show Chinese title

Title: 在狄利克雷-拉普拉斯先验下的后验计算

Paolo Onorati, David B. Dunson, Antonio Canale

Subjects: Methodology (stat.ME)

[50] arXiv:2507.05581 (cross-list from stat.ME) [cn-pdf, pdf, html, other]

Title: Density Discontinuity Regression Show Chinese title

Title: 密度不连续回归

Surya T Tokdar, Rik Sen, Haoliang Zheng, Shuangjie Zhang

Subjects: Methodology (stat.ME)