277
Views
1
CrossRef citations to date
0
Altmetric
Articles

Multivariate Geochemical Tectonic Discrimination: Practical Approaches, Limitations and Opportunities

, &

References

  • Lehnert, K., Y. Su, C. H. Langmuir, B. Sarbas, and U. Nohl, 2000, A global geochemical database structure for rocks: Geochemistry, Geophysics, Geosystems, 1.
  • Lin, H.-T., C.-J. Lin, and R. C. Weng, 2007, A note on Platt’s probabilistic outputs for support vector machines: Machine Learning, 68, 267–276.
  • McInnes, L., and J. Healy, 2018, UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction: ArXiv:1802.03426 [Cs, Stat].
  • O’Neill, H. S. C., 2016, The Smoothness and Shapes of Chondrite-normalized Rare Earth Element Patterns in Basalts: Journal of Petrology, 57, 1463–1508.
  • Pearce, J. A., 2008, Geochemical fingerprinting of oceanic basalts with applications to ophiolite classification and the search for Archean oceanic crust: Lithos, 100, 14–48.
  • Pearce, J. A., and J. R. Cann, 1973, Tectonic setting of basic volcanic rocks determined using trace element analyses: Earth and Planetary Science Letters, 19, 290–300.
  • Pedregosa, F., G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, and É. Duchesnay, 2011, Scikit-learn: Machine Learning in Python: Journal of Machine Learning Research, 12, 2825−2830.
  • Petrelli, M., and D. Perugini, 2016, Solving petrological problems through machine learning: the study case of tectonic discrimination using geochemical and isotopic data: Contributions to Mineralogy and Petrology, 171, 81.
  • Platt, J. C., 2000, Probabilistic Outputs for Support Vector Machines and Comparisons to Regularized Likelihood Methods: Advances in Large Margin Classifiers, 61–74.
  • Ueki, K., H. Hino, and T. Kuwatani, 2018, Geochemical Discrimination and Characteristics of Magmatic Tectonic Settings: A Machine-Learning-Based Approach: Geochemistry, Geophysics, Geosystems, 19, 1327–1347.
  • Williams, M., 2019, Pyrolite. github.com/morganjwilliams/pyrolite

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.