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RNAmf (version 1.1.1)

Recursive Non-Additive Emulator for Multi-Fidelity Data

Description

Performs RNA emulation and active learning proposed by Heo and Sung (2025) for multi-fidelity computer experiments. The RNA emulator is particularly useful when the simulations with different fidelity level are nonlinearly correlated. The hyperparameters in the model are estimated by maximum likelihood estimation.

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Version

Install

install.packages('RNAmf')

Monthly Downloads

156

Version

1.1.1

License

MIT + file LICENSE

Maintainer

Junoh Heo

Last Published

June 7th, 2025

Functions in RNAmf (1.1.1)

predict.RNAmf

prediction of the RNAmf emulator with multiple fidelity levels.
NestedX

Constructing nested design sets for the RNA model.
ALC_RNAmf

find the next point by ALC criterion
RNAmf

Fitting the Recursive Non-Additive model with multiple fidelity levels
ALMC_RNAmf

find the next point by ALMC criterion
ALD_RNAmf

find the next point by ALD criterion
ALM_RNAmf

find the next point by ALM criterion