4.6 Review

Missing value imputation: a review and analysis of the literature (2006-2017)

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Evaluation of missing value imputation methods for wireless soil datasets

Jia Shao et al.

PERSONAL AND UBIQUITOUS COMPUTING (2017)

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A selective neural network ensemble classification for incomplete data

Yuan-Ting Yan et al.

INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS (2017)

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An extensive analysis of the interaction between missing data types, imputation methods, and supervised classifiers

Unai Garciarena et al.

EXPERT SYSTEMS WITH APPLICATIONS (2017)

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Cross-validation based K nearest neighbor imputation for software quality datasets: An empirical study

Jianglin Huang et al.

JOURNAL OF SYSTEMS AND SOFTWARE (2017)

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Effective sparse imputation of patient conditions in electronic medical records for emergency risk predictions

Budhaditya Saha et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2017)

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Missing value estimation for microarray data through cluster analysis

Soumen Kumar Pati et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2017)

Article Computer Science, Artificial Intelligence

Ensemble correlation-based low-rank matrix completion with applications to traffic data imputation

Xiaobo Chen et al.

KNOWLEDGE-BASED SYSTEMS (2017)

Article Computer Science, Artificial Intelligence

Novel iterative approach using generative and discriminative models for classification with missing features

Mohammad Ahangar Kiasari et al.

NEUROCOMPUTING (2017)

Article Computer Science, Artificial Intelligence

Euclidean distance estimation in incomplete datasets

Diego P. P. Mesquita et al.

NEUROCOMPUTING (2017)

Article Computer Science, Artificial Intelligence

Adjusted weight voting algorithm for random forests in handling missing values

Jing Xia et al.

PATTERN RECOGNITION (2017)

Article Computer Science, Artificial Intelligence

Gene selection for designing optimal fuzzy rule base classifier by estimating missing value

Amit Paul et al.

APPLIED SOFT COMPUTING (2017)

Article Computer Science, Artificial Intelligence

A dynamic ensemble approach to robust classification in the presence of missing data

Bryan Conroy et al.

MACHINE LEARNING (2016)

Article Computer Science, Artificial Intelligence

Evolving meta-ensemble of classifiers for handling incomplete and unbalanced datasets in the cyber security domain

G. Folino et al.

APPLIED SOFT COMPUTING (2016)

Article Computer Science, Artificial Intelligence

Data preprocessing issues for incomplete medical datasets

Min-Wei Huang et al.

EXPERT SYSTEMS (2016)

Article Computer Science, Software Engineering

Combining instance selection for better missing value imputation

Chih-Fong Tsai et al.

JOURNAL OF SYSTEMS AND SOFTWARE (2016)

Article Computer Science, Artificial Intelligence

Probabilistic neural network based categorical data imputation

Kancherla Jonah Nishanth et al.

NEUROCOMPUTING (2016)

Article Computer Science, Artificial Intelligence

Missing data imputation by K nearest neighbours based on grey relational structure and mutual information

Ruilin Pan et al.

APPLIED INTELLIGENCE (2015)

Article Computer Science, Artificial Intelligence

Single imputation with multilayer perceptron and multiple imputation combining multilayer perceptron and k-nearest neighbours for monotone patterns

Esther-Lydia Silva-Ramireza et al.

APPLIED SOFT COMPUTING (2015)

Article Statistics & Probability

Prediction with missing data via Bayesian Additive Regression Trees

Adam Kapelner et al.

CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE (2015)

Article Biochemical Research Methods

Missing value imputation strategies for metabolomics data

Emily Grace Armitage et al.

ELECTROPHORESIS (2015)

Article Computer Science, Artificial Intelligence

Hybrid prediction model with missing value imputation for medical data

Archana Purwar et al.

EXPERT SYSTEMS WITH APPLICATIONS (2015)

Article Computer Science, Information Systems

Tree-based prediction on incomplete data using imputation or surrogate decisions

H. Cevallos Valdiviezo et al.

INFORMATION SCIENCES (2015)

Article Computer Science, Artificial Intelligence

Data imputation via evolutionary computation, clustering and a neural network

Chandan Gautam et al.

NEUROCOMPUTING (2015)

Article Computer Science, Artificial Intelligence

A hybrid clustering algorithm based on missing attribute interval estimation for incomplete data

Li Zhang et al.

PATTERN ANALYSIS AND APPLICATIONS (2015)

Article Public, Environmental & Occupational Health

Comparison of Random Forest and Parametric Imputation Models for Imputing Missing Data Using MICE: A CALIBER Study

Anoop D. Shah et al.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2014)

Article Computer Science, Artificial Intelligence

Missing data analyses: a hybrid multiple imputation algorithm using Gray System Theory and entropy based on clustering

Jing Tian et al.

APPLIED INTELLIGENCE (2014)

Article Biochemical Research Methods

Missing value imputation in high-dimensional phenomic data: imputable or not, and how?

Serena G. Liao et al.

BMC BIOINFORMATICS (2014)

Article Computer Science, Interdisciplinary Applications

Recursive partitioning for missing data imputation in the presence of interaction effects

L. L. Doove et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2014)

Article Computer Science, Interdisciplinary Applications

Variable selection by Random Forests using data with missing values

A. Hapfelmeier et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2014)

Article Computer Science, Artificial Intelligence

Nearest neighbor imputation using spatial-temporal correlations in wireless sensor networks

YuanYuan Li et al.

INFORMATION FUSION (2014)

Article Computer Science, Information Systems

Incomplete-case nearest neighbor imputation in software measurement data

Jason Van Hulse et al.

INFORMATION SCIENCES (2014)

Article Computer Science, Information Systems

Mining incomplete data with singleton, subset and concept probabilistic approximations

Patrick G. Clark et al.

INFORMATION SCIENCES (2014)

Article Mathematics, Interdisciplinary Applications

Using Generalized Procrustes Analysis for Multiple Imputation in Principal Component Analysis

Joost R. van Ginkel et al.

JOURNAL OF CLASSIFICATION (2014)

Article Computer Science, Artificial Intelligence

Mixture of Gaussians for distance estimation with missing data

Emil Eirola et al.

NEUROCOMPUTING (2014)

Article Computer Science, Information Systems

A web-based approach to data imputation

Zhixu Li et al.

WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS (2014)

Article Mathematical & Computational Biology

Missing value imputation for microarray data: a comprehensive comparison study and a web tool

Chia-Chun Chiu et al.

BMC SYSTEMS BIOLOGY (2013)

Article Computer Science, Artificial Intelligence

Classifying patterns with missing values using Multi-Task Learning perceptrons

Pedro J. Garcia-Laencina et al.

EXPERT SYSTEMS WITH APPLICATIONS (2013)

Article Computer Science, Artificial Intelligence

Tensor Completion for Estimating Missing Values in Visual Data

Ji Liu et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2013)

Article Computer Science, Information Systems

Distance estimation in numerical data sets with missing values

Emil Eirola et al.

INFORMATION SCIENCES (2013)

Article Computer Science, Information Systems

A hybrid method for imputation of missing values using optimized fuzzy c-means with support vector regression and a genetic algorithm

Ibrahim Berkan Aydilek et al.

INFORMATION SCIENCES (2013)

Article Computer Science, Artificial Intelligence

Missing value imputation using decision trees and decision forests by splitting and merging records: Two novel techniques

Md Geaur Rahman et al.

KNOWLEDGE-BASED SYSTEMS (2013)

Article Computer Science, Artificial Intelligence

Locally linear reconstruction based missing value imputation for supervised learning

Pilsung Kang

NEUROCOMPUTING (2013)

Article Computer Science, Artificial Intelligence

Dynamic discriminant functions with missing feature values

K. C. Leung et al.

PATTERN RECOGNITION LETTERS (2013)

Article Computer Science, Artificial Intelligence

A robust missing value imputation method for noisy data

Bing Zhu et al.

APPLIED INTELLIGENCE (2012)

Article Statistics & Probability

Principal component analysis with interval imputed missing values

Paola Zuccolotto

ASTA-ADVANCES IN STATISTICAL ANALYSIS (2012)

Article Biochemical Research Methods

MissForest-non-parametric missing value imputation for mixed-type data

Daniel J. Stekhoven et al.

BIOINFORMATICS (2012)

Article Computer Science, Interdisciplinary Applications

Recursive partitioning on incomplete data using surrogate decisions and multiple imputation

A. Hapfelmeier et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2012)

Article Computer Science, Artificial Intelligence

Soft computing based imputation and hybrid data and text mining: The case of predicting the severity of phishing alerts

Kancherla Jonah Nishanth et al.

EXPERT SYSTEMS WITH APPLICATIONS (2012)

Article Computer Science, Software Engineering

Nearest neighbor selection for iteratively kNN imputation

Shichao Zhang

JOURNAL OF SYSTEMS AND SOFTWARE (2012)

Article Computer Science, Artificial Intelligence

On the choice of the best imputation methods for missing values considering three groups of classification methods

Julian Luengo et al.

KNOWLEDGE AND INFORMATION SYSTEMS (2012)

Article Computer Science, Artificial Intelligence

Feature selection with missing data using mutual information estimators

Gauthier Doquire et al.

NEUROCOMPUTING (2012)

Article Computer Science, Artificial Intelligence

Iterative bicluster-based least square framework for estimation of missing values in microarray gene expression data

K. O. Cheng et al.

PATTERN RECOGNITION (2012)

Article Computer Science, Artificial Intelligence

A comparison of imputation methods for handling missing scores in biometric fusion

Yaohui Ding et al.

PATTERN RECOGNITION (2012)

Article Computer Science, Artificial Intelligence

Shell-neighbor method and its application in missing data imputation

Shichao Zhang

APPLIED INTELLIGENCE (2011)

Article Biochemical Research Methods

Biological impact of missing-value imputation on downstream analyses of gene expression profiles

Sunghee Oh et al.

BIOINFORMATICS (2011)

Article Biochemical Research Methods

Missing value imputation for gene expression data: computational techniques to recover missing data from available information

Alan Wee-Chung Liew et al.

BRIEFINGS IN BIOINFORMATICS (2011)

Article Mathematics, Applied

A new imputation method for incomplete binary data

Munevver Mine Subasi et al.

DISCRETE APPLIED MATHEMATICS (2011)

Article Computer Science, Artificial Intelligence

Missing data analysis with fuzzy C-Means: A study of its application in a psychological scenario

Alessandro G. Di Nuovo

EXPERT SYSTEMS WITH APPLICATIONS (2011)

Article Computer Science, Artificial Intelligence

Missing Value Estimation for Mixed-Attribute Data Sets

Xiaofeng Zhu et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2011)

Article Biochemical Research Methods

Incorporating Nonlinear Relationships in Microarray Missing Value Imputation

Tianwei Yu et al.

IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS (2011)

Article Computer Science, Software Engineering

Missing data imputation by utilizing information within incomplete instances

Shichao Zhang et al.

JOURNAL OF SYSTEMS AND SOFTWARE (2011)

Article Computer Science, Artificial Intelligence

Missing value imputation on missing completely at random data using multilayer perceptrons

Esther-Lydia Silva-Ramirez et al.

NEURAL NETWORKS (2011)

Article Psychology, Multidisciplinary

Missing data imputation in multivariate data by evolutionary algorithms

Juan C. Figueroa Garcia et al.

COMPUTERS IN HUMAN BEHAVIOR (2011)

Article Public, Environmental & Occupational Health

Multiple Imputation for Missing Data via Sequential Regression Trees

Lane F. Burgette et al.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2010)

Article Computer Science, Artificial Intelligence

Missing data imputation using statistical and machine learning methods in a real breast cancer problem

Jose M. Jerez et al.

ARTIFICIAL INTELLIGENCE IN MEDICINE (2010)

Article Biochemical Research Methods

Dealing with missing values in large-scale studies: microarray data imputation and beyond

Tero Aittokallio

BRIEFINGS IN BIOINFORMATICS (2010)

Article Computer Science, Interdisciplinary Applications

Imputation of missing values for compositional data using classical and robust methods

K. Hron et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2010)

Article Computer Science, Artificial Intelligence

A fuzzy c-means clustering algorithm based on nearest-neighbor intervals for incomplete data

Dan Li et al.

EXPERT SYSTEMS WITH APPLICATIONS (2010)

Article Health Care Sciences & Services

Missing covariate data in medical research: To impute is better than to ignore

Kristel J. M. Janssen et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2010)

Article Computer Science, Artificial Intelligence

Pattern classification with missing data: a review

Pedro J. Garcia-Laencina et al.

NEURAL COMPUTING & APPLICATIONS (2010)

Article Computer Science, Artificial Intelligence

X-SOM and L-SOM: A double classification approach for missing value imputation

Paul Merlin et al.

NEUROCOMPUTING (2010)

Article Computer Science, Artificial Intelligence

A conservative feature subset selection algorithm with missing data

Alex Aussem et al.

NEUROCOMPUTING (2010)

Article Computer Science, Artificial Intelligence

Selection-fusion approach for classification of datasets with missing values

Mostafa Ghannad-Rezaie et al.

PATTERN RECOGNITION (2010)

Article Computer Science, Artificial Intelligence

Learn++.MF: A random subspace approach for the missing feature problem

Robi Polikar et al.

PATTERN RECOGNITION (2010)

Article Computer Science, Artificial Intelligence

The theoretic framework of local weighted approximation for microarray missing value estimation

Chao-Chun Liu et al.

PATTERN RECOGNITION (2010)

Article Health Care Sciences & Services

Multiple imputation in a large-scale complex survey: a practical guide

Y. He et al.

STATISTICAL METHODS IN MEDICAL RESEARCH (2010)

Article Psychology, Educational

An introduction to modern missing data analyses

Amanda N. Baraldi et al.

JOURNAL OF SCHOOL PSYCHOLOGY (2010)

Article Computer Science, Artificial Intelligence

AN EMPIRICAL COMPARISON OF TECHNIQUES FOR HANDLING INCOMPLETE DATA USING DECISION TREES

Bhekisipho Twala

APPLIED ARTIFICIAL INTELLIGENCE (2009)

Article Computer Science, Artificial Intelligence

POP algorithm: Kernel-based imputation to treat missing values in knowledge discovery from databases

Yongsong Qin et al.

EXPERT SYSTEMS WITH APPLICATIONS (2009)

Article Engineering, Electrical & Electronic

Data Imputation Using Least Squares Support Vector Machines in Urban Arterial Streets

Yang Zhang et al.

IEEE SIGNAL PROCESSING LETTERS (2009)

Article Mathematics, Applied

New imputation methods for missing data using quantiles

J. F. Munoz et al.

JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS (2009)

Article Computer Science, Artificial Intelligence

K nearest neighbours with mutual information for simultaneous classification and missing data imputation

Pedro J. Garcia-Laencina et al.

NEUROCOMPUTING (2009)

Article Mathematical & Computational Biology

Impact of Missing Value Imputation on Classification for DNA Microarray Gene Expression Data-A Model-Based Study

Youting Sun et al.

EURASIP JOURNAL ON BIOINFORMATICS AND SYSTEMS BIOLOGY (2009)

Article Mathematical & Computational Biology

How to Improve Postgenomic Knowledge Discovery Using Imputation

Muhammad Shoaib B. Sehgal et al.

EURASIP JOURNAL ON BIOINFORMATICS AND SYSTEMS BIOLOGY (2009)

Article Biochemical Research Methods

Missing value imputation improves clustering and interpretation of gene expression microarray data

Johannes Tuikkala et al.

BMC BIOINFORMATICS (2008)

Article Biology

Sequential local least squares imputation estimating missing value of microarray data

Xiaobai Zhang et al.

COMPUTERS IN BIOLOGY AND MEDICINE (2008)

Article Computer Science, Interdisciplinary Applications

Ameliorative missing value imputation for robust biological knowledge inference

Muhammad Shoaib B. Sehgal et al.

JOURNAL OF BIOMEDICAL INFORMATICS (2008)

Article Computer Science, Software Engineering

Can k-NN imputation improve the performance of C4.5 with small software project data sets? A comparative evaluation

Qinbao Song et al.

JOURNAL OF SYSTEMS AND SOFTWARE (2008)

Article Computer Science, Artificial Intelligence

Impact of imputation of missing values on classification error for discrete data

Alireza Farhangfar et al.

PATTERN RECOGNITION (2008)

Article Computer Science, Artificial Intelligence

Good methods for coping with missing data in decision trees

B. E. T. H. Twala et al.

PATTERN RECOGNITION LETTERS (2008)

Article Computer Science, Software Engineering

Imputation techniques for multivariate missingness in software measurement data

Taghi M. Khoshgoftaar et al.

SOFTWARE QUALITY JOURNAL (2008)

Article Psychology, Educational

Comparison of two approaches for handling missing covariates in logistic regression

Chao-Ying Joanne Peng et al.

EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT (2008)

Article Computer Science, Artificial Intelligence

Bayesian networks for imputation in classification problems

Estevam R. Hruschka et al.

JOURNAL OF INTELLIGENT INFORMATION SYSTEMS (2007)

Article Computer Science, Interdisciplinary Applications

Missing data imputation, matching and other applications of random recursive partitioning

Stefano A. Iacus et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)

Article Computer Science, Cybernetics

A novel framework for imputation of missing values in databases

Alireza Farhangfar et al.

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS (2007)

Article Public, Environmental & Occupational Health

How many imputations are really needed? - Some practical clarifications of multiple imputation theory

John W. Graham et al.

PREVENTION SCIENCE (2007)

Article Computer Science, Artificial Intelligence

Semi-parametric optimization for missing data imputation

Yongsong Qin et al.

APPLIED INTELLIGENCE (2007)

Review Mathematical & Computational Biology

Multiple imputation: Review of theory, implementation and software

Ofer Harel et al.

STATISTICS IN MEDICINE (2007)

Article Computer Science, Interdisciplinary Applications

Imputation through finite Gaussian mixture models

Marco Di Zio et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)

Article Biochemical Research Methods

Improving cluster-based missing value estimation of DNA microarray data

Ligia P. Bras et al.

BIOMOLECULAR ENGINEERING (2007)

Article Computer Science, Interdisciplinary Applications

Two-way imputation: A Bayesian method for estimating missing scores in tests and questionnaires, and an accurate approximation

Joost R. Van Ginkel et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2007)

Article Computer Science, Interdisciplinary Applications

Inductive learning models with missing values

I. Fortes et al.

MATHEMATICAL AND COMPUTER MODELLING (2006)

Article Biochemical Research Methods

Integrative missing value estimation for microarray data

Jianjun Hu et al.

BMC BIOINFORMATICS (2006)

Article Health Care Sciences & Services

Using the outcome for imputation of missing predictor values was preferred

Karel G. M. Moons et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2006)

Review Health Care Sciences & Services

Review: A gentle introduction to imputation of missing values

A. Rogier T. Donders et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2006)

Article Computer Science, Artificial Intelligence

On fast supervised learning for normal mixture models with missing information

TI Lin et al.

PATTERN RECOGNITION (2006)

Article Biochemistry & Molecular Biology

Microarray missing data imputation based on a set theoretic framework and biological knowledge

XC Gan et al.

NUCLEIC ACIDS RESEARCH (2006)

Review Management

A review of techniques for treating missing data in OM survey research

N Tsikriktsis

JOURNAL OF OPERATIONS MANAGEMENT (2005)

Article Computer Science, Software Engineering

Software cost estimation with incomplete data

K Strike et al.

IEEE TRANSACTIONS ON SOFTWARE ENGINEERING (2001)

Article Social Sciences, Interdisciplinary

Reducing missing data in surveys: An overview of methods

ED de Leeuw

QUALITY & QUANTITY (2001)