Garnet major-element composition as an indicator of host-rock type: a machine learning approach using the random forest classifier

EVALUATING THE FORMATION PRESSURE OF DIAMOND‐HOSTED MAJORITIC GARNETS; A MACHINE LEARNING MAJORITE BAROMETER

(2021) AR Thomson et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Biotite as a petrogenetic discriminator: Chemical insights from igneous, meta-igneous and meta-sedimentary rocks in Iran

(2021) Ramin Samadi et al.   LITHOS

Metamorphic evolution of mafic granulites in the Kuruksayi area of the South Altyn Orogen, West China: Insights from petrography, phase equilibria modeling and geochronology

(2021) Xin Li et al.   JOURNAL OF ASIAN EARTH SCIENCES

Garnet trace element geochemistry as a sediment provenance indicator: An example from the Qaidam basin, northern Tibet

(2020) Dongming Hong et al.   MARINE AND PETROLEUM GEOLOGY

Temperature-dependent rutile solubility in garnet and clinopyroxene from mantle eclogite: Implications for continental crust formation and V-based oxybarometry

(2020) Sonja Aulbach   JOURNAL OF PETROLOGY

Exploring laser ablation U–Pb dating of regional metamorphic garnet – The Straits Schist, Connecticut, USA

(2020) Leo J. Millonig et al.   EARTH AND PLANETARY SCIENCE LETTERS

Garnet Geochemistry of Reduced Skarn System: Implications for Fluid Evolution and Skarn Formation of the Zhuxiling W (Mo) Deposit, China

(2020) Xiao-Xia Duan et al.   Minerals

Diamond and coesite inclusions in detrital garnet of the Saxonian Erzgebirge, Germany

(2019) Jan Schönig et al.   GEOLOGY

Basalt Tectonic Discrimination Using Combined Machine Learning Approach

(2019) Qiubing Ren et al.   Minerals

Metamorphism and the evolution of plate tectonics

(2019) Robert M. Holder et al.   NATURE

Detrital garnet geochronology: Application in tributaries of the French Broad River, Southern Appalachian Mountains, USA

(2019) Kathryn A. Maneiro et al.   GEOLOGY

New evidence for the prograde and retrograde PT-path of high-pressure granulites, Moldanubian Zone, Lower Austria, by Zr-in-rutile thermometry and garnet diffusion modelling

(2019) Philip Schantl et al.   LITHOS

Machine learning classifiers for attributing tephra to source volcanoes: an evaluation of methods for Alaska tephras

(2019) Matthew S. M. Bolton et al.   JOURNAL OF QUATERNARY SCIENCE

Secular change in metamorphism and the onset of global plate tectonics

(2018) Michael Brown et al.   AMERICAN MINERALOGIST

Statistical approaches to the discrimination of crust- and mantle-derived low-Cr garnet – Major-element-based methods and their application in diamond exploration

(2018) M.F. Hardman et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Growth of chloritoid and garnet along a nearly isothermal burial path to 70 km depth: an example from the Bughea Metamorphic Complex, Leaota Massif, South Carpathians

(2018) Elena Negulescu et al.   MINERALOGY AND PETROLOGY

Tracing ultrahigh-pressure metamorphism at the catchment scale

(2018) Jan Schönig et al.   Scientific Reports

Provenance information recorded by mineral inclusions in detrital garnet

(2018) Jan Schönig et al.   SEDIMENTARY GEOLOGY

An inverse modeling approach to obtain P–T conditions of metamorphic stages involving garnet growth and resorption

(2017) Pierre Lanari et al.   EUROPEAN JOURNAL OF MINERALOGY

Combining machine learning techniques, microanalyses and large geochemical datasets for tephrochronological studies in complex volcanic areas: New age constraints for the Pleistocene magmatism of central Italy

(2017) Maurizio Petrelli et al.   Quaternary Geochronology

A multivariate discrimination scheme of detrital garnet chemistry for use in sedimentary provenance analysis

(2017) Raimon Tolosana-Delgado et al.   SEDIMENTARY GEOLOGY

Continental growth seen through the sedimentary record

(2017) Bruno Dhuime et al.   SEDIMENTARY GEOLOGY

Solving petrological problems through machine learning: the study case of tectonic discrimination using geochemical and isotopic data

(2016) Maurizio Petrelli et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Grain-size dependence of garnet composition revealed by provenance signatures of modern stream sediments from the western Hohe Tauern (Austria)

(2015) Anne Krippner et al.   SEDIMENTARY GEOLOGY

Evaluation of garnet discrimination diagrams using geochemical data of garnets derived from various host rocks

(2014) Anne Krippner et al.   SEDIMENTARY GEOLOGY

Garnet: Common Mineral, Uncommonly Useful

(2013) E. F. Baxter et al.   Elements

Mining data with random forests: current options for real-world applications

(2013) Andreas Ziegler et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Assessing the sediment factory: The role of single grain analysis

(2012) Hilmar von Eynatten et al.   EARTH-SCIENCE REVIEWS

Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics

(2012) Anne-Laure Boulesteix et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Preservation of Garnet Growth Zoning and the Duration of Prograde Metamorphism

(2010) Mark J. Caddick et al.   JOURNAL OF PETROLOGY

Provenance of the detrital garnets and spinels from the Albian sediments of the Czorsztyn Unit (Pieniny Klippen Belt, Western Carpathians, Slovakia)

(2009) Roman Aubrecht et al.   GEOLOGICA CARPATHICA

Thermodynamic modelling of Cr-bearing garnets with implications for diamond inclusions and peridotite xenoliths

(2009) S. Klemme et al.   LITHOS

Thermometers and Thermobarometers in Granitic Systems

(2009) J. L. Anderson et al.   Reviews in Mineralogy & Geochemistry

“compositions”: A unified R package to analyze compositional data

(2007) K. Gerald van den Boogaart et al.   COMPUTERS & GEOSCIENCES