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. Stats 2025, 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. Stats 2025, 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. Stats 2025, 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. Stats 2025, 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. Stats 2025, 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. Stats 2025, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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. Stats 2026, 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