David Lubo-Robles

Machine learning model interpretability using SHAP values: Application to a seismic facies classification task

David Lubo-Robles, Deepak Devegowda, Vikram Jayaram et al. · 2020 · 45 citations

Computing, Earth Sciences, Geoinformatics +17

Independent component analysis for reservoir geomorphology and unsupervised seismic facies classification in the Taranaki Basin, New Zealand

David Lubo-Robles, Kurt J. Marfurt · Interpretation · 2019 · 41 citations

Natural Sciences, Earth Sciences, Geophysics +17

An in-depth analysis of logarithmic data transformation and per-class normalization in machine learning: Application to unsupervised classification of a turbidite system in the Canterbury Basin, New Zealand, and supervised classification of salt in the Eugene Island minibasin, Gulf of Mexico

Thang Ha, David Lubo-Robles, Kurt J. Marfurt et al. · Interpretation · 2021 · 24 citations

Computing, Computer Science, Earth Sciences +17

Evaluation of principal component analysis for seismic attribute selection and self-organizing maps for seismic facies discrimination in the presence of gas hydrates

David Lubo-Robles, Heather Bedle, Kurt J. Marfurt et al. · Marine and Petroleum Geology · 2023 · 23 citations

Natural Sciences, Earth Sciences, Geophysics +17

Quantifying the sensitivity of seismic facies classification to seismic attribute selection: An explainable machine-learning study

David Lubo-Robles, Deepak Devegowda, Vikram Jayaram et al. · Interpretation · 2022 · 22 citations

Computing, Computer Science, Earth Sciences +17