article Open AccessTop 1% cited
MissForest—non-parametric missing value imputation for mixed-type data
Bioinformatics · 2011 · Vol. 28(1) · pp. 112–118
Daniel J. Stekhoven✉(ETH Zurich)Peter Bühlmann(ETH Zurich)
Abstract
[email protected]; [email protected]
Statistical Methods and InferenceGene expression and cancer classificationStatistical Methods and Bayesian InferenceImputation (statistics)Categorical variableMissing dataComputer scienceRandom forestData miningParametric statisticsType I and type II errorsStatisticsMathematics
MeSH terms
AlgorithmsData Interpretation, StatisticalEscherichia coliHumansArabidopsisOligonucleotide Array Sequence AnalysisGene Expression Profiling
Citations
5,860
FWCI
20.00
field-weighted impact
References
32
Percentile
100%
vs. same field & year
Citations per year
Cited by
Identification of a suitable technique for imputation of incomplete genotyping by sequencing (GBS) data
International Journal of Chemical Studies · 2020 · 0 citations
Prevalence of internet gaming disorder in German adolescents: diagnostic contribution of the nine DSM‐5 criteria in a state‐wide representative sample
Addiction · 2015 · 553 citations
Comparison of imputation methods for missing laboratory data in medicine
BMJ Open · 2013 · 494 citations
Random forests for genomic data analysis
Genomics · 2012 · 954 citations
Recurrent Neural Networks for Multivariate Time Series with Missing Values
Scientific Reports · 2018 · 2,034 citations
References
Analysis of Incomplete Multivariate Data
Technometrics · 2000 · 5,644 citations
Statistical Analysis With Missing Data
Journal of the American Statistical Association · 1989 · 17,494 citations
Missing value estimation methods for DNA microarrays
Bioinformatics · 2001 · 4,180 citations
Suitability of Dysphonia Measurements for Telemonitoring of Parkinson's Disease
IEEE Transactions on Biomedical Engineering · 2008 · 1,002 citations
Regression Shrinkage and Selection Via the Lasso
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 50,746 citations
Random Forests
Machine Learning · 2001 · 121,242 citations
UCI Machine Learning Repository
Medical Entomology and Zoology · 2007 · 24,290 citations
Statistical Analysis with Missing Data
Technometrics · 1988 · 3,119 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.