Geochemical Discrimination and Characteristics of Magmatic Tectonic Settings: A Machine-Learning-Based Approach

Origin of geochemical mantle components: Role of spreading ridges and thermal evolution of mantle

(2017) Jun-Ichi Kimura et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Classification of geochemical data based on multivariate statistical analyses: Complementary roles of cluster, principal component, and independent component analyses

(2017) Hikaru Iwamori et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Machine Learning Predicts Laboratory Earthquakes

(2017) Bertrand Rouet-Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

Progressive evolution of whole-rock composition during metamorphism revealed by multivariate statistical analyses

(2017) Kenta Yoshida et al.   JOURNAL OF METAMORPHIC GEOLOGY

Testing random forest classification for identifying lava flows and mapping age groups on a single Landsat 8 image

(2017) Long Li et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Geochemical differentiation processes for arc magma of the Sengan volcanic cluster, Northeastern Japan, constrained from principal component analysis

(2017) Kenta Ueki et al.   LITHOS

Extraction of heavy metals characteristics of the 2011 Tohoku tsunami deposits using multiple classification analysis

(2016) Kengo Nakamura et al.   CHEMOSPHERE

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

Advent of Continents: A New Hypothesis

(2016) Yoshihiko Tamura et al.   Scientific Reports

Progressive mixed-magma recharging of Izu-Oshima volcano, Japan: A guide to magma chamber volume

(2015) Osamu Ishizuka et al.   EARTH AND PLANETARY SCIENCE LETTERS

Ocean Basalt Simulator version 1 (OBS1): Trace element mass balance in adiabatic melting of a pyroxenite-bearing peridotite

(2015) Jun-Ichi Kimura et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Trace element indiscrimination diagrams

(2015) Chusi Li et al.   LITHOS

Trace element mass balance in hydrous adiabatic mantle melting: The Hydrous Adiabatic Mantle Melting Simulator version 1 (HAMMS1)

(2014) Jun-Ichi Kimura et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Thermodynamic calculations of the polybaric melting phase relations of spinel lherzolite

(2014) Kenta Ueki et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

New multi-dimensional diagrams for tectonic discrimination of siliciclastic sediments and their application to Precambrian basins

(2013) Surendra P. Verma et al.   CHEMICAL GEOLOGY

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

(2013) Matthew J. Cracknell et al.   COMPUTERS & GEOSCIENCES

Constraints on melting processes and plume-ridge interaction from comprehensive study of the FAMOUS and North Famous segments, Mid-Atlantic Ridge

(2013) Allison Gale et al.   EARTH AND PLANETARY SCIENCE LETTERS

The upside of uncertainty: Identification of lithology contact zones from airborne geophysics and satellite data using random forests and support vector machines

(2013) Matthew J. Cracknell et al.   GEOPHYSICS

Earth's heterogeneous mantle: A product of convection-driven interaction between crust and mantle

(2012) Andreas Stracke   CHEMICAL GEOLOGY

Isotopic (Sr, Nd, Pb, and Os) composition of highly magnesian dikes of Vestfjella, western Dronning Maud Land, Antarctica: A key to the origins of the Jurassic Karoo large igneous province?

(2010) Jussi S. Heinonen et al.   CHEMICAL GEOLOGY

Migrating shoshonitic magmatism tracks Izu–Bonin–Mariana intra-oceanic arc rift propagation

(2010) O. Ishizuka et al.   EARTH AND PLANETARY SCIENCE LETTERS

Two contrasting magmatic types coexist after the cessation of back-arc spreading

(2009) Osamu Ishizuka et al.   CHEMICAL GEOLOGY

Adakite-like volcanism of Ecuador: lower crust magmatic evolution and recycling

(2009) Massimo Chiaradia et al.   CONTRIBUTIONS TO MINERALOGY AND PETROLOGY

Decoupled isotopic record of ridge and subduction zone processes in oceanic basalts by independent component analysis

(2008) Hikaru Iwamori et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Tectonic Discrimination of Basic and Ultrabasic Volcanic Rocks through Log-Transformed Ratios of Immobile Trace Elements

(2008) Salil Agrawal et al.   INTERNATIONAL GEOLOGY REVIEW

Geochemical fingerprinting of oceanic basalts with applications to ophiolite classification and the search for Archean oceanic crust

(2007) Julian A. Pearce   LITHOS