Missing Data; Imputation; MCAR; Complete Case; LOCF - Articles

Comparative Study of Four Methods in Missing Value Imputations under Missing Completely at Random Mechanism (Articles)

Michikazu Nakai, Ding-Geng Chen, Kunihiro Nishimura, Yoshihiro Miyamoto

Open Journal of Statistics Vol.4 No.1, January 27, 2014

DOI: 10.4236/ojs.2014.41004 5,986 Downloads 10,360 Views Citations
Comparison of Four Methods for Handing Missing Data in Longitudinal Data Analysis through a Simulation Study (Articles)

Xiaoping Zhu

Open Journal of Statistics Vol.4 No.11, December 31, 2014

DOI: 10.4236/ojs.2014.411088 10,782 Downloads 18,767 Views Citations
Copy Mean: A New Method to Impute Intermittent Missing Values in Longitudinal Studies (Articles)

Christophe Genolini, René Écochard, Hélène Jacqmin-Gadda

Open Journal of Statistics Vol.3 No.4A, August 23, 2013

DOI: 10.4236/ojs.2013.34A004 6,674 Downloads 11,067 Views Citations
This article belongs to the Special Issue on Medical Studies in Statistics
Study on the Missing Data Mechanisms and Imputation Methods (Articles)

Abdullah Z. Alruhaymi, Charles J. Kim

Open Journal of Statistics Vol.11 No.4, August 11, 2021

DOI: 10.4236/ojs.2021.114030 1,232 Downloads 7,162 Views Citations
Missing Data Handling: A Comprehensive Review, Taxonomy, and Comparative Evaluation (Articles)

Ikram Chourib

Journal of Computer and Communications Vol.13 No.6, June 19, 2025

DOI: 10.4236/jcc.2025.136006 159 Downloads 1,373 Views Citations
A Comparative Analysis of Generalized Estimating Equations Methods for Incomplete Longitudinal Ordinal Data with Ignorable Dropouts (Articles)

Kago Edwin Ditlhong, Oscar Owino Ngesa, Abdalla Yusuf Kombo

Open Journal of Statistics Vol.8 No.5, September 18, 2018

DOI: 10.4236/ojs.2018.85051 1,572 Downloads 7,279 Views Citations
This article belongs to the Special Issue on Applied Statistics
Missing Values Imputation Based on Iterative Learning (Articles)

Huaxiong Li

International Journal of Intelligence Science Vol.3 No.1A, March 29, 2013

DOI: 10.4236/ijis.2013.31A006 4,809 Downloads 8,242 Views Citations
This article belongs to the Special Issue on Knowledge Discovery
Evaluating Methods for Dealing with Missing Outcomes in Discrete-Time Event History Analysis: A Simulation Study (Articles)

Shahab Jolani, Nils L. M. van de Ven, Maryam Safarkhani, Mirjam Moerbeek

Open Journal of Statistics Vol.11 No.1, January 14, 2021

DOI: 10.4236/ojs.2021.111003 825 Downloads 3,043 Views Citations
Missing Data Imputation: A Comprehensive Review (Articles)

Majed Alwateer, El-Sayed Atlam, Mahmoud Mohammed Abd El-Raouf, Osama A. Ghoneim, Ibrahim Gad

Journal of Computer and Communications Vol.12 No.11, November 11, 2024

DOI: 10.4236/jcc.2024.1211004 981 Downloads 9,386 Views Citations
Using Statistical Learning to Treat Missing Data: A Case of HIV/TB Co-Infection in Kenya (Articles)

Joshua O. Mwaro, Linda Chaba, Collins Odhiambo

Journal of Data Analysis and Information Processing Vol.8 No.3, July 31, 2020

DOI: 10.4236/jdaip.2020.83007 847 Downloads 2,349 Views Citations
Fraction of Missing Information (γ) at Different Missing Data Fractions in the 2012 NAMCS Physician Workflow Mail Survey (Articles)

Qiyuan Pan, Rong Wei

Applied Mathematics Vol.7 No.10, June 15, 2016

DOI: 10.4236/am.2016.710093 2,505 Downloads 4,019 Views Citations
A New Integrated Fuzzifier Evaluation and Selection (NIFEs) Algorithm for Fuzzy Clustering (Articles)

Chanpaul Jin Wang, Hua Fang, Sun Kim, Ann Moormann, Honggang Wang

Journal of Applied Mathematics and Physics Vol.3 No.7, June 30, 2015

DOI: 10.4236/jamp.2015.37098 3,346 Downloads 4,575 Views Citations
Evaluating Utility of Machine Learning-Based Imputation Methods to Account for Attrition in Multi-Stage Epilepsy Prevalence Surveys (Articles)

Daniel M. Mwanga, Isaac C. Kipchirchir, George O. Muhua, Charles R. Newton, Damazo T. Kadengye

Open Journal of Statistics Vol.15 No.3, June 30, 2025

DOI: 10.4236/ojs.2025.153018 109 Downloads 684 Views Citations
AQUA Satellite Data and Imputation of Geopotential Height: A Case Study for Pakistan (Articles)

Usman Saleem, Mian Sohail Akram, Muhammad Fahad Ullah, Faisal Rehman, Muhammad Riaz Khan

Open Journal of Geology Vol.8 No.10, September 26, 2018

DOI: 10.4236/ojg.2018.810060 831 Downloads 1,992 Views Citations
Revealing GE Interactions from Trial Data without Replications (Articles)

Jixiang Wu, Johnie Jenkins, Jack C. McCarty

Open Journal of Statistics Vol.9 No.3, June 30, 2019

DOI: 10.4236/ojs.2019.93027 667 Downloads 1,496 Views Citations
Multiple Imputation of Missing Data: A Simulation Study on a Binary Response (Articles)

Jochen Hardt, Max Herke, Tamara Brian, Wilfried Laubach

Open Journal of Statistics Vol.3 No.5, October 9, 2013

DOI: 10.4236/ojs.2013.35043 8,807 Downloads 14,688 Views Citations
Derivation of Imputation Estimators for ARMA Models with GARCH Innovations (Articles)

Merary Kipkogei, Arori Wilfred Omwansa, Otieno Joyce Akinyi

Open Access Library Journal Vol.12 No.2, February 27, 2025

DOI: 10.4236/oalib.1112978 62 Downloads 435 Views Citations
KAN-Transformer Fusion with Mixture of Experts for Temporal Imputation of Spatiotemporal Air Pollution Data (Articles)

Jiawen Ding

Journal of Computer and Communications Vol.14 No.3, March 26, 2026

DOI: 10.4236/jcc.2026.143009 39 Downloads 248 Views Citations
K-Nearest Neighbor Based Missing Data Estimation Algorithm in Wireless Sensor Networks (Articles)

Liqiang Pan, Jianzhong Li

Wireless Sensor Network Vol.2 No.2, March 12, 2010

DOI: 10.4236/wsn.2010.22016 10,685 Downloads 19,833 Views Citations
Estimating the Input Power of a Power Plant Using the Efficiency of the Inverter (Articles)

Toussaint Tilado Guingane, Sosthène Tassembedo, Eric Korsaga, Dominique Bonkoungou, Zacharie Koalaga, François Zougmore

Smart Grid and Renewable Energy Vol.15 No.3, March 29, 2024

DOI: 10.4236/sgre.2024.153006 192 Downloads 608 Views Citations

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