After decades of low but continuing activity, applications of machine learning (ML) in solid
Earth geoscience have exploded in popularity. This special collection provides a snapshot …

Application of advanced data mining methods to various types of geochemical data is able
to fingerprint valid signatures of mineralization, thus unveiling ore genesis and discovering …

Magmatic oxygen fugacity (f O2) is a fundamental property to understanding the long-term
evolution of the Earth's atmosphere and the formation of magmatic-hydrothermal mineral …

Syncollisional magmatism plays an important but underappreciated role in continental crust
growth and maturation. However, the origin of syncollisional intermediate magmas in …

This article reports on the state-of-the-art and future perspectives of machine learning (ML)
in petrology. To achieve this goal, it first introduces the basics of ML, including definitions …

With the ever-growing availability of massive geo-data, deep learning has been widely
applied to geoscientific questions such as sedimentary provenance analysis. However …