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RNAmf (version 1.0.1)

Recursive Non-Additive Emulator for Multi-Fidelity Data

Description

Performs RNA emulation and active learning proposed by Heo and Sung (2024) 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

229

Version

1.0.1

License

MIT + file LICENSE

Maintainer

Junoh Heo

Last Published

March 26th, 2025

Functions in RNAmf (1.0.1)

predict.RNAmf

prediction of the RNAmf emulator with 2 or 3 fidelity levels.
ALC_RNAmf

find the next point by ALC criterion
RNAmf_two_level

Fitting the Recursive non-additive model with two fidelity levels.
RNAmf_three_level

Fitting the model with three fidelity levels
ALMC_RNAmf

find the next point by ALMC criterion
NestedX

Constructing the nested design sets for RNA model.
ALD_RNAmf

find the next point by ALD criterion
ALM_RNAmf

find the next point by ALM criterion