1996
DOI: 10.1103/physrevb.53.6137
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First-principles calculation of the pressure dependence of phase equilibria in the Al-Li system

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Cited by 137 publications
(87 citation statements)
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“…19 it was shown that all subclusters of a considered cluster must be included in order to make the CE invariant with regard to the definition of the occupation variable. To determine which clusters (with all their subclusters) should be used in the CE, we use the leave-one-out-cross validation (LOOCV), 20,21 which is defined by…”
Section: Cluster Expansion Methodsmentioning
confidence: 99%
“…19 it was shown that all subclusters of a considered cluster must be included in order to make the CE invariant with regard to the definition of the occupation variable. To determine which clusters (with all their subclusters) should be used in the CE, we use the leave-one-out-cross validation (LOOCV), 20,21 which is defined by…”
Section: Cluster Expansion Methodsmentioning
confidence: 99%
“…Then, the total energies are used to extract the chemical interaction energy between component atoms in various crystalline environments. This established procedure has already been applied to a large number of alloy systems as discussed in the literature, 9) and we followed it in this study. In calculating the Helmholtz free energy of mixing, we disregarded the electronic and vibrational degrees of freedom and considered only the contribution of the configurational degrees of freedom associated with Mg, Al and Ho distributions to the free energy.…”
Section: Gibbs Free Energy Of Mixing Of the Hcp Phase In Thementioning
confidence: 99%
“…How well a CE performs can be judged with some fitness criterion. Common fitness criteria are (a) the root mean square fitting error for the known structural energies, sometimes modified by other criteria such as whether or not correct ground states are produced by the CE [50] ; (b) a measure of ''predictive ability'' of a CE, [14,50,51] such as the leave-one-out crossvalidation score [44] or leave-many-out cross-validation score. [3] Several methods for finding ''good'' CE have been proposed.…”
Section: On the Impossibility Of Finding The Best Expansionmentioning
confidence: 99%