Gradient Boosting Machine-Locfit: A GBM framework using local regresssion via Locfit. For information on Locfit see: http://ect.bell-labs.com/sl/project/locfit/index.html

This package offers predictions for bulk and shear moduli given material descriptors and training data.

Citing

de Jong M, Chen W, Notestine R, Persson K, Ceder G, Jain A, Asta M, Gamst A. "A Statistical Learning Framework for Materials Science: Application to Elastic Moduli of k-nary Inorganic Polycrystalline Compounds." Scientific Reports 6: 34256 (2016) | doi:10.1038/srep34256.