Tracking issue: List of measures

[ablaom]

https://alan-turing-institute.github.io/MLJ.jl/dev/performance_measures/#List-of-measures

As of MLJBase 0.18.17

┌─────────────────────────────────────┬──────────────────────────────────────────────┐
│ name                                │ human_name                                   │
│ String                              │ String                                       │
│ Textual                             │ Textual                                      │
├─────────────────────────────────────┼──────────────────────────────────────────────┤
│ Accuracy                            │ accuracy                                     │
│ AreaUnderCurve                      │ area under the ROC                           │
│ BalancedAccuracy                    │ balanced accuracy                            │
│ BrierLoss                           │ Brier loss (a.k.a. quadratic loss)           │
│ BrierScore                          │ Brier score (a.k.a. quadratic score)         │
│ ConfusionMatrix                     │ confusion matrix                             │
│ FScore                              │ F-Score                                      │
│ FalseDiscoveryRate                  │ false discovery rate                         │
│ FalseNegative                       │ number of false negatives                    │
│ FalseNegativeRate                   │ false negative rate                          │
│ FalsePositive                       │ number of false positives                    │
│ FalsePositiveRate                   │ false positive rate                          │
│ LPLoss                              │ lp loss                                      │
│ LogCoshLoss                         │ log cosh loss                                │
│ LogLoss                             │ log loss                                     │
│ MatthewsCorrelation                 │ matthews correlation                         │
│ MeanAbsoluteError                   │ mean absolute error                          │
│ MeanAbsoluteProportionalError       │ mean absolute proportional error             │
│ MisclassificationRate               │ misclassification rate                       │
│ MulticlassFScore                    │ multiclass f score                           │
│ MulticlassFalseDiscoveryRate        │ multiclass false discovery rate              │
│ MulticlassFalseNegative             │ multiclass false negative                    │
│ MulticlassFalseNegativeRate         │ multiclass false negative rate               │
│ MulticlassFalsePositive             │ multiclass false positive                    │
│ MulticlassFalsePositiveRate         │ multiclass false positive rate               │
│ MulticlassNegativePredictiveValue   │ multiclass negative predictive value         │
│ MulticlassPrecision                 │ multiclass precision                         │
│ MulticlassTrueNegative              │ multiclass true negative                     │
│ MulticlassTrueNegativeRate          │ multiclass true negative rate                │
│ MulticlassTruePositive              │ multiclass true positive                     │
│ MulticlassTruePositiveRate          │ multiclass true positive rate                │
│ NegativePredictiveValue             │ negative predictive value                    │
│ Precision                           │ precision (a.k.a. positive predictive value) │
│ RootMeanSquaredError                │ root mean squared error                      │
│ RootMeanSquaredLogError             │ root mean squared log error                  │
│ RootMeanSquaredLogProportionalError │ root mean squared log proportional error     │
│ RootMeanSquaredProportionalError    │ root mean squared proportional error         │
│ TrueNegative                        │ number of true negatives                     │
│ TrueNegativeRate                    │ true negative rate                           │
│ TruePositive                        │ number of true positives                     │
│ TruePositiveRate                    │ true positive rate (a.k.a recall)            │
│ DWDMarginLoss                       │ distance weighted discrimination loss        │
│ ExpLoss                             │ exp loss                                     │
│ L1HingeLoss                         │ l1 hinge loss                                │
│ L2HingeLoss                         │ l2 hinge loss                                │
│ L2MarginLoss                        │ l2 margin loss                               │
│ LogitMarginLoss                     │ logit margin loss                            │
│ ModifiedHuberLoss                   │ modified huber loss                          │
│ PerceptronLoss                      │ perceptron loss                              │
│ SigmoidLoss                         │ sigmoid loss                                 │
│ SmoothedL1HingeLoss                 │ smoothed l1 hinge loss                       │
│ ZeroOneLoss                         │ zero one loss                                │
│ HuberLoss                           │ huber loss                                   │
│ L1EpsilonInsLoss                    │ l1 ϵ-insensitive loss                        │
│ L2EpsilonInsLoss                    │ l2 ϵ-insensitive loss                        │
│ LPDistLoss                          │ lp dist loss                                 │
│ LogitDistLoss                       │ logit dist loss                              │
│ PeriodicLoss                        │ periodic loss                                │
│ QuantileLoss                        │ quantile loss                                │
└─────────────────────────────────────┴──────────────────────────────────────────────┘