missForest8 months ago
yaml | title: "Using the missForest Package"author: "Daniel J. Stekhoven"date: "r format(Sys.Date(), '%Y-%m-%d')"output:pdf_document:number_sections: truetoc: truefontsize: 11ptgeometry: margin=2.5cm, top=3cm, bottom=2.5cmlang: enbibliography: myBib.biblink-citations: truevignette: >%\VignetteIndexEntry | Introduction | What is this document? (And what it isn't!) | The missForest algorithm (with ranger by default) | Installation | Missing value imputation with missForest | Data for illustrations | missForest in a nutshell | Additional iteration output with verbose = TRUE | Changing the number of iterations: maxiter | Speed/accuracy trade-off: ntree and mtry | Subsampling instead of bootstrapping: replace = FALSE | Imbalanced data & sampling controls: classwt, cutoff, strata, sampsize | Tree shape controls: nodesize and maxnodes | Benchmarking with a complete matrix: xtrue and mixError | Parallelization: parallelize and num.threads | Concluding remarks | References