… machine learning method for calculating biotite (sensu lato) structural formula from electron
microprobe analysis (EMPA) data… consisting of 155 fully analyzed biotite references that have …

… of 1932 major and minor element analyses of biotite, measured on an electron probe micro
… After the imputation, biotite major oxide data were used for calculation of structural formula. …

… for calculating amphibole formula from routine electron microprobe analysis (EMPA) data by
… )-based machine learning algorithm on reference amphibole data. The reference amphibole …

… available from routine electron probe microanalysis. As a result… In this study, variations in
biotite composition with pressure … for estimating temperature and pressure from biotite or biotite …

… Learning and Validation phases are developed with literature mineral databases of electron
microprobe analyses … The crystal chemical formula is calculated, and the final classification …

… of electron probe microanalysis and multivariate polynomial regression (based on data set 1)
… has been successfully applied for calculating mineral formula of amphibole and biotite from …

… They provided a user-friendly Microsoft© Excel spreadsheet for biotite formula calculation
and concluded that in comparison with previous normalization schemes, their model showed …

… random forest (machine learning) model the three characteristics for biotite and amphibole
… new data sets, electron microprobe analyses and calculated mineral formulas for biotite and …

… , we used supervised machine learning (use of labeled data … to classify data) to link apatite
trace element composition to … first calculated the ratio of two random elements from the data …

… be differentiated through the analysis of its trace element composition (Figure 2). … analysis
conclusions, mean SHAP values of the features were calculated using three machine-learning …