ML CSLOPE: Difference between revisions

Latest revision as of 12:29, 12 June 2024

ML_CSLOPE = [real]
Default: ML_CSLOPE = $0.2$

Description: Parameter used in the automatic determination of threshold for error estimation in the machine learning force field method.

The usage of this tag in combination with the learning algorithms is described here: here.

The standard error of the history of maximum estimated errors of the forces (ML_MHIS) and it's slope must be below ML_CSIG and ML_CSLOPE so that an update of the threshold for the maximum estimated error of forces ML_CTIFOR can take place.

@@ Line 1: / Line 1: @@
-{{TAGDEF|ML_FF_CSLOPE|[real]|<math>0.1</math>}}
+{{DISPLAYTITLE:ML_CSLOPE}}
+{{TAGDEF|ML_CSLOPE|[real]|<math>0.2</math>}}
-Description: Parameter used in the automatic determination of threshold for Bayesian error estimation in the machine learning force field method.
+Description: Parameter used in the automatic determination of threshold for error estimation in the machine learning force field method.
 ----
+The usage of this tag in combination with the learning algorithms is described here: [[Machine learning force field calculations: Basics#Threshold for error of forces|here]].
-{{TAG|ML_FF_CSLOPE}} is a threshold for slope of the stored estimated errors used to determine the criteria when {{TAG|ML_FF_LCRITERIA}}=''.TRUE.'' is set.
+The standard error of the history of maximum estimated errors of the forces ({{TAG|ML_MHIS}}) and it's slope must be below {{TAG|ML_CSIG}} and {{TAG|ML_CSLOPE}} so that an update of the threshold for the maximum estimated error of forces {{TAG|ML_CTIFOR}} can take place.
-== Related Tags and Sections ==
+== Related tags and articles ==
-{{TAG|ML_FF_LMLFF}}, {{TAG|ML_FF_LCRITERIA}}, {{TAG|ML_FF_CSIG}}
+{{TAG|ML_LMLFF}}, {{TAG|ML_ICRITERIA}}, {{TAG|ML_CSIG}}, {{TAG|ML_MHIS}}, {{TAG|ML_CX}}
-{{sc|ML_FF_CSLOPE|Examples|Examples that use this tag}}
+{{sc|ML_CSLOPE|Examples|Examples that use this tag}}
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-[[Category:INCAR]][[Category:Machine Learning]][[Category:Machine Learned Force Fields]][[Category:VASP6]]
+[[Category:INCAR tag]][[Category:Machine-learned force fields]]