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spartan (version 3.0.2)

build_performance_statistics: Internal function to build performance statistics (MSE, R2, generation time) for an emulation

Description

Internal function to build performance statistics (MSE, R2, generation time) for an emulation

Usage

build_performance_statistics(technique, model_predictions, observed_data,
  measures, benchmark)

Arguments

technique

The machine learning technique used to develop the emulator

model_predictions

Predicted dataset

observed_data

Observed dataset (testing or validation)

measures

Simulation responses the model should predict

benchmark

Dataset of benchmarking data to which these results are being added

Value

Updated benchmark object, probably of numerous machine learning techniques, showing the MSE, R2, and generation time for this technique