Essential Links & Terms#
💡 Tip: Use this page as a quick reference when interpreting results.
Abbreviations#
Abbreviation |
Description |
|---|---|
ARFS |
|
CV |
Cross-Validation |
MODNet |
|
PFI |
|
RF |
Random Forest |
SHAP |
|
SR |
Symbolic regression |
SISSO |
|
Rung |
Number of times mathematical operators applied to input descriptors by SISSO during model training. Higher the number, more complex and accurate models are generated but quickly get computationally expensive to train. |
nD Descriptor |
Number of descriptors combined linearly by SISSO to predict the target property |
Useful Links#
Matminer featurizers
Matminer Featurizers SummaryLOBSTER descriptor formulations
LobsterPy DocumentationDistance correlation
Theoretical overview from dcor Python Package Documentation