Concepedia

Genetic Algorithm Optimized Light Gradient Boosting Machine for 3D Mineral Prospectivity Modeling of Cu Polymetallic Skarn-Type Mineralization, Xuancheng Area, Anhui Province, Eastern China

Li He, Xiaohui Li, Yuan Feng, Mingming Zhang, Xiangling Li, Can Ge, Zhiqiang Wang, Dong Guo, Xueyi Lan, Minhui Tang,

Natural Resources Research · 2023 · 11 citations · 50 references

Concepts

Natural SciencesEarth SciencesGeoinformaticsMineral Resource EstimationMineralogySoil MineralogyGeochemical ProspectingMineral ClassificationMining GeologyOptical MineralogyOre MineralogyLight Gradient Boosting MachineMineral Image ClassificationMineral Prospectivity AnalysisMineral Prospectivity Mapping

References

50

LightGBM: A Highly Efficient Gradient Boosting Decision Tree

Guolin Ke, Qi Meng, Thomas Finley et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 9.5K citations · Full text

Computing, Computer Science, Data Mining +16

The strength of weak learnability

Robert E. Schapire · Machine Learning · 1990 · 2.5K citations · Full text

Computing, Computer Science, Algorithms +5

Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines

Víctor Rodríguez‐Galiano, M. Sánchez-Castillo, Mario Chica‐Olmo et al. · Ore Geology Reviews · 2015 · 1.5K citations

Computing, Earth Sciences, Geological Engineering +12

Ensemble learning for data stream analysis: A survey

Bartosz Krawczyk, Leandro L. Minku, João Gama et al. · Information Fusion · 2017 · 1K citations · Full text

Computing, Computer Science, Data Science +12

Support vector machine: A tool for mapping mineral prospectivity

Renguang Zuo, Emmanuel John M. Carranza · Computers & Geosciences · 2010 · 494 citations

Natural Sciences, Earth Sciences, Geological Engineering +12