• Get Started
  • Basics
    • Tasks
    • Learners
    • Train
    • Predict
    • Preprocessing
    • Performance
    • Resampling
    • Tuning
    • Benchmark Experiments
    • Parallelization
    • Visualization
    • Use case - Regression
  • Advanced
    • Configuration
    • Wrapped Learners
    • Imputation
    • Generic Bagging
    • Advanced Tuning
    • Feature Selection
    • Nested Resampling
    • Cost-Sensitive Classification
    • Imbalanced Classification Problems
    • ROC Analysis and Performance Curves
    • Multilabel Classification
    • Learning Curve Analysis
    • Partial Dependence Plots
    • Classifier Calibration
    • Hyperparameter Tuning Effects
    • Out-of-Bag Predictions
    • Handling of Spatial Data
    • Functional Data
  • Extending
    • Create Custom Learners
    • Create Custom Measures
    • Create Imputation Methods
    • Create Custom Filters
  • Appendix
    • Function Reference
    • News
    • Example Tasks
    • Integrated Learners
    • Implemented Measures
    • Integrated Filter Methods
    • mlr Publications
    • Talk, Videos and Workshops
  • mlr-org Packages
    • mlrMBO
    • mlrng
    • mlrCPO
    • shinyMlr
    • mlrHyperopt
    • OpenML

mlr Publications

Source: vignettes/mlr_publications.Rmd
mlr_publications.Rmd

An overview of our mlr related publications:

Journal Title Description Citation
jlmr mlr: Machine Learning in R Software paper about mlr bibtex
arxiv mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions Bayesian optimization with mlrMBO bibtex
Journal of Statistical Computation and Simulation Automatic model selection for high-dimensional survival analysis Tuning with iterated F-Racing bibtex
Springer On Class Imbalance Correction for Classification Algorithms in Credit Scoring Class imbalance correction algorithms bibtex
R Journal Multilabel Classification with R Package mlr Benchmark on multilabel classification algorithms bibtex
Springer OpenML: An R Package to Connect to the Machine Learning Platform OpenML Software paper about OpenML bibtex
JOSS iml: An R package for Interpretable Machine Learning Software paper about iml bibtex