Uses of Class
org.tribuo.evaluation.DescriptiveStats
Package
Description
Evaluation base classes, along with code for train/test splits and cross validation.
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Uses of DescriptiveStats in org.tribuo.evaluation
Modifier and TypeMethodDescriptionstatic <T extends Output<T>,
C extends MetricContext<T>>
DescriptiveStatsEvaluationAggregator.summarize
(List<? extends EvaluationMetric<T, C>> metrics, Model<T> model, List<Prediction<T>> predictions) Summarize model performance on dataset across several metrics.static <T extends Output<T>,
C extends MetricContext<T>>
DescriptiveStatsEvaluationAggregator.summarize
(List<? extends EvaluationMetric<T, C>> metrics, Model<T> model, Dataset<T> dataset) Summarize model performance on dataset across several metrics.static <T extends Output<T>,
R extends Evaluation<T>>
DescriptiveStatsEvaluationAggregator.summarize
(List<R> evaluations, ToDoubleFunction<R> fieldGetter) Summarize a single field of an evaluation across several evaluations.static <T extends Output<T>,
C extends MetricContext<T>>
DescriptiveStatsEvaluationAggregator.summarize
(EvaluationMetric<T, C> metric, List<? extends Model<T>> models, Dataset<T> dataset) Summarize performance w.r.t.static <T extends Output<T>,
C extends MetricContext<T>>
DescriptiveStatsEvaluationAggregator.summarize
(EvaluationMetric<T, C> metric, Model<T> model, List<? extends Dataset<T>> datasets) Summarize a model's performance w.r.t.Modifier and TypeMethodDescriptionstatic <T extends Output<T>,
R extends Evaluation<T>>
Map<MetricID<T>,DescriptiveStats> Summarize all fields of a list of evaluations.static <T extends Output<T>,
R extends Evaluation<T>>
Map<MetricID<T>,DescriptiveStats> EvaluationAggregator.summarize
(Evaluator<T, R> evaluator, List<? extends Model<T>> models, Dataset<T> dataset) Summarize performance using the supplied evaluator across several models on one dataset.static <T extends Output<T>,
R extends Evaluation<T>>
Map<MetricID<T>,DescriptiveStats> EvaluationAggregator.summarize
(Evaluator<T, R> evaluator, Model<T> model, List<? extends Dataset<T>> datasets) Summarize performance according to evaluator for a single model across several datasets.static <T extends Output<T>,
R extends Evaluation<T>>
Map<MetricID<T>,DescriptiveStats> EvaluationAggregator.summarizeCrossValidation
(List<com.oracle.labs.mlrg.olcut.util.Pair<R, Model<T>>> evaluations) Summarize all fields of a list of evaluations produced byCrossValidation
.