Mathematics Statistics and Probability

Statistical Methods and Bayesian Inference

Description

This cluster of papers focuses on various statistical methods and models for handling missing data in research, including multiple imputation, Bayesian modeling, generalized linear models, longitudinal data analysis, and sensitivity analysis. It covers topics such as model complexity, simulation studies, and the application of these methods in different fields. The cluster also discusses the challenges and best practices for analyzing datasets with missing values.

Keywords

Multiple Imputation; Bayesian Modeling; Generalized Linear Models; Longitudinal Data Analysis; Model Complexity; Statistical Methods; Mixed-Effects Models; Simulation Studies; Structural Equation Modeling; Sensitivity Analysis

Most Cited Works

Action Title Date Authors
The control of the false discovery rate in multiple testing under dependency 2001-08-01 Yoav Benjamini Daniel Yekutieli
Fitting Linear Mixed-Effects Models Using<b>lme4</b> 2015-01-01 Douglas M. Bates Martin Mächler Benjamin M. Bolker Steve Walker
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Asymptotic Confidence Intervals for Indirect Effects in Structural Equation Models 1982-01-01 Michael E. Sobel
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Longitudinal Data Analysis for Discrete and Continuous Outcomes 1986-03-01 Scott L. Zeger Kung‐Yee Liang
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Nonparametric Estimation from Incomplete Observations 1992-01-01 Edward L. Kaplan Paul Meier
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Alternative Ways of Assessing Model Fit 1992-11-01 Michael W. Browne Robert Cudeck
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Fit indices in covariance structure modeling: Sensitivity to underparameterized model misspecification. 1998-12-01 Li‐tze Hu Peter M. Bentler
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A Multiple Comparison Procedure for Comparing Several Treatments with a Control 1955-12-01 Charles W. Dunnett
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Comparative fit indexes in structural models. 1990-01-01 Peter M. Bentler
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An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies 2011-05-31 Peter C. Austin
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A simulation study of the number of events per variable in logistic regression analysis 1996-12-01 Peter Peduzzi John Concato Elizabeth Kemper Theodore R. Holford Alvan R. Feinstein
Bayesian Measures of Model Complexity and Fit 2002-10-01 David J. Spiegelhalter Nicola Best Bradley P. Carlin Angelika van der Linde
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Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls 2009-06-29 Jonathan A C Sterne Ian R. White John B. Carlin Michael Spratt Patrick Royston Michael G. Kenward Angela Wood James R. Carpenter
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The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics 1980-01-01 Trevor Breusch A. R. Pagan
Statistical power analyses using G*Power 3.1: Tests for correlation and regression analyses 2009-11-01 Franz Faul Edgar Erdfelder Axel Buchner Albert-Georg Lang
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A Test of Missing Completely at Random for Multivariate Data with Missing Values 1988-12-01 Roderick J. A. Little
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Random-Effects Models for Longitudinal Data 1982-12-01 Nan M. Laird James H. Ware
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Sampling-Based Approaches to Calculating Marginal Densities 1990-06-01 Alan E. Gelfand A. F. M. Smith
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Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling: A Monte Carlo Simulation Study 2007-10-23 Karen Nylund‐Gibson Tihomir Asparouhov Bengt Muthén
General Methods for Monitoring Convergence of Iterative Simulations 1998-12-01 Stephen P. Brooks Andrew Gelman
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Inference and missing data 1976-01-01 Donald B. Rubin
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A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity 1980-05-01 Halbert White
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Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing 1995-01-01 Yoav Benjamini Yosef Hochberg
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A Modified Poisson Regression Approach to Prospective Studies with Binary Data 2004-03-19 Guangyong Zou
Confidence Limits for the Indirect Effect: Distribution of the Product and Resampling Methods 2004-01-01 David P. MacKinnon Chondra M. Lockwood Jason Williams
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Spatial Interaction and the Statistical Analysis of Lattice Systems 1974-01-01 Julian Besag
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<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i> 2011-01-01 Stef van Buuren Catharina G. M. Groothuis‐Oudshoorn
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Missing Data Analysis: Making It Work in the Real World 2008-07-24 John W. Graham
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The EM Algorithm and Extensions 1998-08-01 Debashis Kushary Geoffrey J. McLachlan Thriyambakam Krishnan
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Multiple Imputation for Nonresponse in Surveys 1987-06-09 Donald B. Rubin
Fast Stable Restricted Maximum Likelihood and Marginal Likelihood Estimation of Semiparametric Generalized Linear Models 2010-09-14 Simon N. Wood
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MULTIVARIABLE PROGNOSTIC MODELS: ISSUES IN DEVELOPING MODELS, EVALUATING ASSUMPTIONS AND ADEQUACY, AND MEASURING AND REDUCING ERRORS 1996-02-29 Frank E. Harrell Kerry L. Lee Daniel B. Mark
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Estimating causal effects of treatments in randomized and nonrandomized studies. 1974-10-01 Donald B. Rubin
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Multiple imputation using chained equations: Issues and guidance for practice 2010-11-30 Ian R. White Patrick Royston Angela Wood
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Analysis of Longitudinal Data 2001-04-01 Peter J. Diggle Patrick J. Heagerty Kung‐Yee Liang Scott L. Zeger
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Inference from Iterative Simulation Using Multiple Sequences 1992-11-01 Andrew Gelman Donald B. Rubin
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Longitudinal data analysis using generalized linear models 1986-01-01 Kung‐Yee Liang Scott L. Zeger
The central role of the propensity score in observational studies for causal effects 1983-01-01 Paul R. Rosenbaum Donald B. Rubin
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Exact stochastic simulation of coupled chemical reactions 1977-12-01 Daniel T. Gillespie
Missing data: Our view of the state of the art. 2002-01-01 Joseph L. Schafer John W. Graham
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Multimodel Inference 2004-11-01 Kenneth P. Burnham David R. Anderson
Estimating the sample mean and standard deviation from the sample size, median, range and/or interquartile range 2014-12-01 Xiang Wan Wenqian Wang Jiming Liu Tiejun Tong
<i>Stan</i>: A Probabilistic Programming Language 2017-01-01 Bob Carpenter Andrew Gelman Matthew D. Hoffman Daniel C. Lee Ben Goodrich Michael Betancourt Marcus A. Brubaker Jiqiang Guo Peter Li Allen Riddell
<b>brms</b>: An <i>R</i> Package for Bayesian Multilevel Models Using <i>Stan</i> 2017-01-01 Paul‐Christian Bürkner
<b>lmerTest</b> Package: Tests in Linear Mixed Effects Models 2017-01-01 Alexandra Kuznetsova Per B. Brockhoff Rune Haubo Bojesen Christensen
glmmTMB Balances Speed and Flexibility Among Packages for Zero-inflated Generalized Linear Mixed Modeling 2017-01-01 M. Brooks Kasper Kristensen Koen J. van Benthem Árni Magnússon Casper Willestofte Berg Anders Nielsen James S. Hans Martin Mächler M. Bolker Benjamin
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Nonparametric Estimation from Incomplete Observations 1958-06-01 Edward L. Kaplan Paul Meier
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Bayes Factors 1995-06-01 Robert E. Kass Adrian E. Raftery
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Journal of The American Statistical Association 2004-10-15 Stephen E. Fienberg
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Nonparametric Estimation from Incomplete Observations 1958-06-01 Edward L. Kaplan Paul Meier

Most Recent Works

Action Title Date Authors
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Unit Gamma-Lindley Distribution: Properties, Estimation, Regression Analysis, and Practical Applications 2025-04-26 Kadir Karakaya Şule Sağlam
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A novel flexible three-parameter zero-inflated discrete distribution with applications in medical-related fields 2025-04-26 Ehab M. Almetwally Laila A. Al‐Essa Muhammad Imran Farrukh Jamal Christophe Chesneau M. A. Abdelkawy
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Comparison Between The Maximum Likelihood Method And A Nonparametric Method For Estimating A Poisson Regression Model 2025-04-27 Azhar Kadhim Jbarah Hasanain Jalil Neamah Alsaedi Taera Najim Abdullah
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A New Triangular Probability Model: A Combinatorial Modification of Probability Distributions 2025-04-28 Emwinloghosa Kenneth Guobadia J. E. Okoh I. E. Joel A. M. Ajibola
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On flexible inverse probability of treatment and intensity weighting: Informative censoring, variable selection, and weight trimming 2025-04-28 Grace Tompkins Joel A. Dubin Michael P. Wallace
Impact of Methodological Assumptions and Covariates on the Cutoff Estimation in ROC Analysis 2025-04-27 Soutik Ghosal
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Parameter Estimation of the Lomax Lifetime Distribution Based on Middle-Censored Data: Methodology, Applications, and Comparative Analysis 2025-04-26 Peter Ren Wenhao Gui Liang Shan
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Causal Forests versus Inverse Probability of Treatment Weighting to adjust for Cluster-Level Confounding: A Parametric and Plasmode Simulation Study based on US Hosptial Electronic Health Record Data 2025-04-29 Mike Du Stephen S. Johnston Paul Coplan Victoria Y. Strauss Sara Khalid Daniel Prieto‐Alhambra
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Statistical insights into ethanol testing: demographic variations and laboratory performance – A core laboratory experience 2025-04-29 Alper Gümüş Cihan Coşkun Kamil Taha Uçar Oğuzhan Zengi Semih Tek Bülent Saka Muhammed Emin Düz Burak Gümüş Sertaç Yılmaz
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A hybrid hazard-based model using two-piece distributions 2025-04-29 Worku Biyadgie Ewnetu Irène Gijbels Anneleen Verhasselt
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An improved estimator of the logarithmic odds ratio for small sample sizes using a Bayesian approach 2025-04-29 Toru Ogura Takemi Yanagimoto
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Gradient boosting for generalised additive mixed models 2025-04-29 Lars Knieper Torsten Hothorn Elisabeth Bergherr Colin Griesbach
How Should Parallel Cluster Randomized Trials With a Baseline Period be Analyzed?—A Survey of Estimands and Common Estimators 2025-04-29 Kenneth Menglin Lee Fan Li
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Small-Area Estimation and Systematic Errors in Categorical Response Variables: A Hierarchical Bayesian Approach for Correction 2025-04-29 Héctor Nájera
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A latent class pattern mixture model for nonignorable nonresponses in multivariate categorical data 2025-05-01 Jung Wun Lee Margaret Lloyd J. D. Phillips
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fastfrechet: An R package for fast implementation of Fréchet regression with distributional responses 2025-05-01 Alexander Coulter Rebecca Lee Irina Gaynanova
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Estimation of the Error Structure in Multivariate Response Linear Regression Models 2025-05-01 Ruobin Liu Guo Yu
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Statistical analysis of disability: Utilizing the modified kies power unit inverse Lindley model 2025-05-01 Mohamed A. Abd Elgawad Safar M. Alghamdi Rana H. Khashab Etaf Alshawarbeh Ehab M. Almetwally Mohammed Elgarhy
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A non-parametric U-statistic testing approach for multi-arm clinical trials with multivariate longitudinal data 2025-05-01 Dhrubajyoti Ghosh Sheng Luo
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Causal inference in randomized trials with partial clustering 2025-05-02 Joshua R. Nugent Elijah Kakande Gabriel Chamie Jane Kabami Asiphas Owaraganise Diane V. Havlir Moses R. Kamya Laura B. Balzer
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Measurement error when surveying issue positions: a MultiTrait MultiError approach 2025-05-02 Kim Backström Alexandru Cernat Rasmus Sirén Peter Söderlund
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Modeling to mobility disability using tangent Topp-Leone Lindley model 2025-05-03 Ehab M. Almetwally Badr Aloraini Ibrahim Elbatal
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From Seinfeld to Statistics: On the Dangers of Double Dipping with Bayesian Inference 2025-05-05 Timothy R. Konold Elizabeth A. Sanders Kelvin Afolabi
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<i>f</i> <sub>MACS</sub> : Generalizing <i>d</i> <sub>MACS</sub> Effect Size for Measurement Noninvariance with Multiple Groups and Multiple Grouping Variables 2025-05-05 Mark H. C. Lai Yichi Zhang Meltem Özcan Winnie Wing-Yee Tse A. R. Miles
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A Framework for Reliable, Transparent, and Reproducible Population-Adjusted Indirect Comparisons 2025-05-05 Jack Ishak C. Chandler Fei Fei Liu S. Klijn
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Much Ado About Survey Tables: A Comparison of Chi-Square Tests and Software to Analyze Categorical Survey Data 2025-05-05 Li‐Yen R. Hu Yulei He Katherine Irimata Vladislav Beresovsky
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A comparison of robust and weighted multiple imputation approaches for estimating concordance correlation coefficients in longitudinal normal data 2025-05-05 Miao‐Yu Tsai
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Bayesian variable selection for logistic regression with a differentially misclassified binary covariate 2025-05-05 Daniel P. Beavers Yutong Li James D. Stamey Stephanie Powers Walter T. Ambrosius
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Bayesian adaptive enrichment design in multi-arm clinical trials: The BayesAET package for R users 2025-05-01 Denghuang Zhan Yongdong Ouyang Fidel Vila‐Rodriguez Mohammad Ehsanul Karim Hubert Wong
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Empirical Comparison of Five Parametric Curves in Fifty Dose-Response Studies 2025-05-05 Grant T. Hopkins Charles C. Liu Yajun Wang Ron Yu
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Inflated regression model with its applications 2025-05-05 Hadi Saboori Mahdi Doostparast Ehsan Zamanzade
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CRAMÉR-VON MISES TEST FOR GAUSSIAN DISTRIBUTION MIXTURES 2025-05-07 G. V. Martynov
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Ridging out many covariates 2025-05-06 Stanislav Anatolyev
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A review and comparison of methods of parameter estimation and inference for heteroskedastic linear regression models 2025-05-06 Thomas Farrar Rénette Blignaut Retha Luus S. J. Steel
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Two-stage multiple imputation with a longitudinal composite variable 2025-05-06 Xuzhi Wang Martin G. Larson Chunyu Liu
Functional regression with intensively measured longitudinal outcomes: a new lens through data partitioning 2025-05-06 Cole Manschot Emily C. Hector
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Advantages of Certain Bayes Estimators as Preferred Alternatives to Frequentist Methods 2025-05-06 Mojtaba Ganjali Taban Baghfalaki
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Copula-based semiparametric nonnormal transformed linear model for survival data with dependent censoring 2025-05-01 Huazhen Yu Zhang Li
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A Robust Quantile Regression Model for Count Data: The Half Cauchy Transformation Approach 2025-04-29 Rachel A. Francis Nwakuya Maureen Tobechukwu Maxwell Azubuike Ijomah
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A multinomial canonical decomposition model, with emphasis on the analysis of multivariate binary data 2025-05-07 Mark de Rooij
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Statistical Inference for Two Lomax Populations Under Balanced Joint Progressive Type-II Censoring Scheme 2025-05-07 Yue Wang Jianli Xiang Wenhao Gui
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Bayes Analysis of Weibull Regression Model with Variable Selection: A Study Using Shrinkage Prior 2025-05-07 Asmita Shukla Rakesh Ranjan Satyanshu K. Upadhyay
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Sample size estimation revisited 2025-05-07 Grant Abt Colin Boreham Gareth W. Davison Robin C. Jackson Simon Jobson Eric S. Wallace Mark Williams
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Distributed empirical likelihood inference with privacy guarantees 2025-05-07 Qianqian Liu Zhouping Li
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Nonparametric causal inference with functional covariates 2025-05-08 Daisuke Kurisu Taisuke Otsu Mengshan Xu
Semi‐Markov Multistate Modeling Approaches for Multicohort Event History Data 2025-05-08 Xavier Piulachs Klaus Langohr Mireia Besalú Natàlia Pallarès Jordi Carratalà Cristian Tebé Guadalupe Gómez Melis
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Ecology needs a causal overhaul 2025-05-09 Daniel W. Franks Graeme D. Ruxton Tom N. Sherratt
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Dynamic treatment effect estimation with interactive fixed effects and short panels 2025-05-10 Nicholas L. Brown Kyle Butts
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Sequential testing of complementary hypotheses about population density 2025-05-10 Diego F. Rincón Izzy McCabe David W. Crowder
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الخصائص القياسية لفقرات اختبار الاستدلال العددي وفقاً للأنموذج اللوجيستي ثنائي البارامتر 2025-05-10 م.د رشيد صالح مهدي الجبوري