来源：Stats 发布时间：2026/10/10 15:49:58

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文献清单：2025-2026编辑精选系列文章邀您共读 | MDPI Stats

期刊名：Stats

期刊主页：https://www.mdpi.com/journal/stats

本期文献清单选取了2025-2026年发表在Stats期刊上的19篇主编精选文章，欢迎广大读者阅览分享。本刊所有文章均以开放获取形式出版，可免费供您免费并无限制地阅读全部内容。

1. Limits of Agreement Based on Transformed Measurements

基于变换测量值的一致性界限

http://www.mdpi.com/2571-905X/8/1/17

Parner, E.T. Limits of Agreement Based on Transformed Measurements.Stats2025,8, 17.

2. Longitudinal Survival Analysis Using First Hitting Time Threshold Regression: With Applications to Wiener Processes

基于首次到达时间阈值回归的纵向生存分析：在维纳过程中的应用

http://www.mdpi.com/2571-905X/8/2/32

Cheng, Y.-S.; Chen, Y.; Lee, M.-L.T. Longitudinal Survival Analysis Using First Hitting Time Threshold Regression: With Applications to Wiener Processes.Stats2025,8, 32.

3. Revisiting the Replication Crisis and the Untrustworthiness of Empirical Evidence

再审视重复性危机与实证证据的不可信性

http://www.mdpi.com/2571-905X/8/2/41

Spanos, A. Revisiting the Replication Crisis and the Untrustworthiness of Empirical Evidence.Stats2025,8, 41.

4. D-plots: Visualizations for Analysis of Bivariate Dependence Between Continuous Random Variables

D-图：连续随机变量二元依赖关系分析的可视化方法

http://www.mdpi.com/2571-905X/8/2/43

Erdely, A.; Rubio-Sánchez, M. D-plots: Visualizations for Analysis of Bivariate Dependence Between Continuous Random Variables.Stats2025,8, 43.

5. Proximal Causal Inference for Censored Data with an Application to Right Heart Catheterization Data

针对删失数据的近端因果推断及其在右心导管检查数据中的应用

http://www.mdpi.com/2571-905X/8/3/66

Hu, Y.; Gao, Y.; Qi, M. Proximal Causal Inference for Censored Data with an Application to Right Heart Catheterization Data.Stats2025,8, 66.

6. Predictions of War Duration

战争持续时间的预测

http://www.mdpi.com/2571-905X/8/4/92

McRae, G. Predictions of War Duration.Stats2025,8, 92.

7. A Proportional Hazards Mixture Cure Model for Subgroup Analysis: Inferential Method and an Application to Colon Cancer Data

用于亚组分析的比例风险混合治愈模型：推断方法及其在结肠癌数据中的应用

http://www.mdpi.com/2571-905X/9/1/1

Liu, K.; Peng, Y.; Balakrishnan, N. A Proportional Hazards Mixture Cure Model for Subgroup Analysis: Inferential Method and an Application to Colon Cancer Data.Stats2026,9, 1.

8. ST-Community Detection Methods for Spatial Transcriptomics Data Analysis

用于空间转录组数据分析的 ST-Community 社区检测方法

http://www.mdpi.com/2571-905X/9/1/4

Zhao, C.; Ren, J.-J. ST-Community Detection Methods for Spatial Transcriptomics Data Analysis.Stats2026,9, 4.

9. Effect Structures in Ordinal Regression: The Adjacent Categories Approach

有序回归中的效应结构：相邻类别方法

http://www.mdpi.com/2571-905X/9/1/10

Tutz, G. Effect Structures in Ordinal Regression: The Adjacent Categories Approach.Stats2026,9, 10.

10. The Stingray Copula for Negative Dependence

用于刻画负依赖关系的 Stingray Copula

http://www.mdpi.com/2571-905X/9/1/13

Papadopoulos, A. The Stingray Copula for Negative Dependence.Stats2026,9, 13.

11. New Two-Parameter Ridge Estimators for Addressing Multicollinearity in Linear Regression: Theory, Simulation, and Applications

用于解决线性回归多重共线性问题的新型双参数岭估计量：理论、模拟与应用

http://www.mdpi.com/2571-905X/9/1/15

Hoque, M.A.; Kibria, B.M.G.; Bursac, Z. New Two-Parameter Ridge Estimators for Addressing Multicollinearity in Linear Regression: Theory, Simulation, and Applications.Stats2026,9, 15.

12. Sample Size Calculation and Power Analysis for the General Mediation Analysis Method

一般中介分析方法的样本量计算与统计功效分析

http://www.mdpi.com/2571-905X/9/1/19

Rizvi, N.; Bam, A.; Cao, W.; Yu, Q. Sample Size Calculation and Power Analysis for the General Mediation Analysis Method.Stats2026,9, 19.

13. The Path from PCA to Autoencoders to Variational Autoencoders: Building Intuition for Deep Generative Modeling

从主成分分析（PCA）到自编码器再到变分自编码器：建立对深度生成模型的直观理解

http://www.mdpi.com/2571-905X/9/2/23

Tharwat, A.; Eid, M.M. The Path from PCA to Autoencoders to Variational Autoencoders: Building Intuition for Deep Generative Modeling.Stats2026,9, 23.

14. The Gamma Power Generalized Weibull Distribution: Modeling Bibliometric Data

Gamma Power 广义 Weibull 分布：文献计量数据建模

http://www.mdpi.com/2571-905X/9/2/26

Soares, A.P.; Pereira, R.N.; Peña-Ramírez, F.A.; Zea Fernández, L.M.; Guerra, R.R. The Gamma Power Generalized Weibull Distribution: Modeling Bibliometric Data.Stats2026,9, 26.

15. Combinatorial Game Theory and Reinforcement Learning in Cumulative Tic-Tac-Toe via Evaluation Functions

基于评价函数的累积井字棋（Tic-Tac-Toe）中的组合博弈论与强化学习

http://www.mdpi.com/2571-905X/9/2/28

Li, K.; Zhu, W. Combinatorial Game Theory and Reinforcement Learning in Cumulative Tic-Tac-Toe via Evaluation Functions.Stats2026,9, 28.

16. A Bayesian Approach for Clustering Constant-Wise Change-Point Data

一种针对常数变化点数据聚类的贝叶斯方法

http://www.mdpi.com/2571-905X/9/2/31

da Cruz, A.C.; de Souza, C.P.E. A Bayesian Approach for Clustering Constant-Wise Change-Point Data.Stats2026,9, 31.

17. Estimator Statistics from Simulation-Free Dirichlet Block-Bootstrap Resampling

基于无模拟 Dirichlet 分块自助法重抽样的估计量统计性质

http://www.mdpi.com/2571-905X/9/2/32

Rosenow, T. Estimator Statistics from Simulation-Free Dirichlet Block-Bootstrap Resampling.Stats2026,9, 32.

18. Multiple Imputation of a Continuous Outcome with Fully Observed Predictors Using TabPFN

利用 TabPFN 对具有完全观测预测变量的连续型结局进行多重插补

http://www.mdpi.com/2571-905X/9/2/38

Sepin, J. Multiple Imputation of a Continuous Outcome with Fully Observed Predictors Using TabPFN.Stats2026,9, 38.

19. A New Depth-Based Test for Multivariate Two-Sample Problems

一种用于多元两样本问题的新型基于统计深度的检验方法

http://www.mdpi.com/2571-905X/9/2/39

Luu, M.; Fu, Y.; Wong, A.; Shi, X. A New Depth-Based Test for Multivariate Two-Sample Problems.Stats2026,9, 39.

期刊介绍

主编：Prof. Dr. Wei Zhu, State University of New York at Stony Brook, USA

Stats(ISSN 2571-905X) 是一个国际化、经同行评审的开放获取双月刊（读者免费）。期刊主题涵盖统计学与应用统计学的所有核心领域，重点关注统计理论与方法、概率论、随机过程，以及统计学在多个科学领域创新应用中的理论与方法，包括生物学、生物医学、医学、金融与商业、经济学与社会科学、物理学、数据科学及工程 (涵盖机器学习与人工智能等前沿方向)。目前，Stats期刊已被ESCI (Web of Science)、Scopus、RePEc 等数据库收录。

2025 Impact Factor：1.1

2025 CiteScore：1.9

Time to First Decision：22.7 Days

Acceptance to Publication：2.9 Days