truncation_method

Metric that estimates active subspace size

Specification

  • Alias: None

  • Arguments: None

  • Default: constantine

Child Keywords:

Required/Optional

Description of Group

Dakota Keyword

Dakota Keyword Description

Optional

bing_li

Use the Bing Li “ladle” diagnostic to truncate subspace

Optional

constantine

Use the Constantine diagnostic to truncate subspace

Optional

energy

Truncate the subspace based on eigenvalue energy

Optional

cross_validation

Truncate the subspace to minimize surrogate cross-validation error

Description

Metric that controls how many basis vectors are retained in the active subspace.

Default Behavior

The default is to use the model-active_subspace-truncation_method-constantine diagnostic.

Usage Tips

If the automated subspace identification methods do not yield desirable results, consider using the explicit model-active_subspace-dimension truncation option.