Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines (English)
- New search for: Rodriguez-Galiano, V
- New search for: Rodriguez-Galiano, V
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- New search for: Chica-Olmo, M
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In:
Ore geology reviews
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71
; 804-818
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2015
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ISSN:
- Article (Journal) / Print
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Title:Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines
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Contributors:
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Published in:Ore geology reviews ; 71 ; 804-818
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Publisher:
- New search for: Elsevier
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Place of publication:Amsterdam [u.a.]
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Publication date:2015
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ISSN:
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ZDBID:
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DOI:
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Type of media:Article (Journal)
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Type of material:Print
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Language:English
- New search for: 38.52 / 57.20 / 38.52 / 57.20
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Source:
Table of contents – Volume 71
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 1
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Prospecting for new gold-bearing alteration zones at El-Hoteib area, South Eastern Desert, Egypt, using remote sensing data analysisGabr, Safwat S. / Hassan, Safaa M. / Sadek, Mohamed F. et al. | 2015
- 14
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Metallogenesis at the Terramonte Pb–Zn–Ag quartz vein, Portugal: Geological, mineralogical and geochemical evidencesNeiva, A.M.R. / Moura, A. / Carvalho, P.C.S. et al. | 2015
- 29
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Correlation between mineralization intensity and fluid–rock reaction in the Xinli gold deposit, Jiaodong Peninsula, China: Constraints from petrographic and statistical approachesYang, Lin / Wang, Qingfei / Liu, Xuefei et al. | 2015
- 40
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The origin of nelsonite and high-Zr ferrodiorite associated with Proterozoic anorthositeDuchesne, Jean-Clair / Liégeois, Jean-Paul et al. | 2015
- 57
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Petrogenesis of U- and Mo-bearing A2-type granite of the Gattar batholith in the Arabian Nubian Shield, Northeastern Desert, Egypt: Evidence for the favorability of host rocks for the origin of associated ore depositsMahdy, Nasser M. / El Kalioubi, Baher A. / Wohlgemuth-Ueberwasser, Cora C. / Shalaby, Mahmoud H. / El-Afandy, Adel H. et al. | 2015
- 57
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Petrogenesis of U- and Mo-bearing A(2)-type granite of the Gattar batholith in the Arabian Nubian Shield, Northeastern Desert, EgyptMahdy, Nasser M et al. | 2015
- 57
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Petrogenesis of U- and Mo-bearing A.sub.2-type granite of the Gattar batholith in the Arabian Nubian Shield, Northeastern Desert, Egypt: Evidence for the favorability of host rocks for the origin of associated ore depositsMahdy, Nasser M et al. | 2015
- 82
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Zn-, Mn- and Co-rich chromian spinels from the Bou-Azzer mining district (Morocco): Constraints on their relationship with the mineralizing processFanlo, I. / Gervilla, F. / Colás, V. / Subías, I. et al. | 2015
- 99
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Recurrent rare earth element mineralization in the northwestern Okcheon Metamorphic Belt, Korea: SHRIMP U–Th–Pb geochronology, Nd isotope geochemistry, and tectonic implicationsCheong, Chang-sik / Kim, Namhoon / Yi, Keewook / Jo, Hui Je / Jeong, Youn-Joong / Kim, Yoonsup / Koh, Sang Mo / Iizuka, Tsuyoshi et al. | 2015
- 116
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Three-dimensional imaging of a single fluid inclusion in sphalerite by nano X-ray tomographyYao, Jun-Ming / Chen, Hua-Yong / Tian, Yang-Chao / Song, Wei-Le / Zhu, San-Yuan et al. | 2015
- 121
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Geology, geochemistry and fluid inclusions of the Bianjiadayuan Pb–Zn–Ag deposit, Inner Mongolia, NE China: Implications for tectonic setting and metallogenyRuan, Banxiao / Lv, Xinbiao / Yang, Wu / Liu, Shentai / Yu, Yingmin / Wu, Chunming / Adam, Munir Mohammed Abdalla et al. | 2015
- 138
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Geochronology of the giant Beiya gold-polymetallic deposit in Yunnan Province, Southwest China and its relationship with the petrogenesis of alkaline porphyryFu, Yu / Sun, Xiaoming / Lin, Hai / Zhou, Haoyang / Li, Xin / Ouyang, Xianqing / Jiang, Liyi / Shi, Guiyong / Liang, Yeheng et al. | 2015
- 150
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Implications of pyrite geochemistry for gold mineralisation and remobilisation in the Jiaodong gold district, northeast ChinaMills, Stephanie E. / Tomkins, Andrew G. / Weinberg, Roberto F. / Fan, Hong-Rui et al. | 2015
- 169
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Regional aeromagnetic and stratigraphic correlations of the Kalahari Copperbelt in Namibia and BotswanaLehmann, Jérémie / Master, Sharad / Rankin, William / Milani, Lorenzo / Kinnaird, Judith A. / Naydenov, Kalin V. / Saalmann, Kerstin / Kumar, Manish et al. | 2015
- 191
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Reverse Osmosis contributing to metal zoning in porphyry type deposits: A case studyJapas, María S. / Rubinstein, Nora A. / Gómez, Anabel L.R. et al. | 2015
- 203
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The geological significance of Pb–Bi- and Pb–Sb-sulphosalts in the Damajianshan tungsten polymetallic deposit, Yunnan Province, ChinaZhang, Lei / Wen, Hanjie / Qin, Chaojian / Du, Shengjiang / Zhu, Chuanwei / Fan, Haifeng / Zhang, Jinrang et al. | 2015
- 215
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Structural, textural, geochemical and isotopic signatures of synglaciogenic Neoproterozoic banded iron formations , Central Iran: The possible Ediacaran missing link of BIFs in Tethyan metallogenyMohseni, Sadegh et al. | 2015
- 215
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Structural, textural, geochemical and isotopic signatures of synglaciogenic Neoproterozoic banded iron formations (BIFs) at Bafq mining district (BMD), Central Iran: The possible Ediacaran missing link of BIFs in Tethyan metallogenyMohseni, Sadegh / Aftabi, Alijan et al. | 2015
- 237
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Fault control on Cu mineralization in the Kerman porphyry copper belt, SE Iran: A fractal analysisMirzaie, Azam / Bafti, Shahram Shafiei / Derakhshani, Reza et al. | 2015
- 248
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Some new data on the genesis of the Linghou Cu–Pb–Zn polymetallic deposit—Based on the study of fluid inclusions and C–H–O–S–Pb isotopesTang, Yanwen / Li, Xiaofeng / Zhang, Xiaoqi / Yang, Jianling / Xie, Yuling / Lantingguang / Huang, Youfu / Huang, Cheng / Yin, Rongchao et al. | 2015
- 263
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Tracing the ore-formation history of the shear-zone-controlled Huogeqi Cu–Pb–Zn deposit in Inner Mongolia, northern China, using H, O, S, and Fe isotopesPi, Qiaohui / Zhong, Richen / Hu, Ruizhong et al. | 2015
- 273
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Regional-scale pressure shadow-controlled mineralization in the Príncipe Orogenic Gold Deposit, Central BrazilCorrêa, Roberto de Siqueira / Oliveira, Claudinei Gouveia de / Vidotti, Roberta Mary / Souza, Valmir da Silva et al. | 2015
- 305
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Precise zircon U–Pb and molybdenite Re–Os dating of the Shuikoushan granodiorite-related Pb–Zn mineralization, southern Hunan, South ChinaHuang, Jin-Chuan / Peng, Jian-Tang / Yang, Jie-Hua / Zhang, Bang-Lu / Xu, Chun-Xia et al. | 2015
- 318
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Petrological, geochemical, and mineralogical compositions of the low-Ge coals from the Shengli Coalfield, China: A comparative study with Ge-rich coals and a formation model for coal-hosted Ge ore depositDai, Shifeng / Liu, Jingjing / Ward, Colin R. / Hower, James C. / Xie, Panpan / Jiang, Yaofa / Hood, Madison M. / O'Keefe, Jennifer M.K. / Song, Hongjian et al. | 2015
- 350
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The age of supergene manganese deposits in Katanga and its implications for the Neogene evolution of the African Great Lakes RegionDe Putter, Thierry / Ruffet, Gilles / Yans, Johan / Mees, Florias et al. | 2015
- 363
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Geochronology and metallogenesis of porphyry Mo deposits in east-central Jilin province, China: Constraints from molybdenite Re–Os isotope systematicsZhang, Yong / Sun, Jing-Gui / Xing, Shu-Wen / Zhao, Ke-Qiang / Ma, Yu-Bo et al. | 2015
- 373
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Magmatic sequences in the Halasu Cu Belt, NW China: Trigger for the Paleozoic porphyry Cu mineralization in the Chinese Altay–East JunggarWu, Chao / Chen, Huayong / Hollings, Pete / Xu, Deru / Liang, Pei / Han, Jinsheng / Xiao, Bing / Cai, Keda / Liu, Zhenjiang / Qi, Yukun et al. | 2015
- 405
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Magmatic ore deposits in mafic–ultramafic intrusions of the Giles Event, Western AustraliaMaier, W.D. / Howard, H.M. / Smithies, R.H. / Yang, S.H. / Barnes, S.-J. / O'Brien, H. / Huhma, H. / Gardoll, S. et al. | 2015
- 437
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Geochemical and mineralogical characteristics of weathered ore in the Dalucao REE deposit, Mianning–Dechang REE Belt, western Sichuan Province, southwestern ChinaLiu, Yan / Zhu, Zhimin / Chen, Chao / Zhang, Shuping / Sun, Xiang / Yang, Zhusen / Liang, Wei et al. | 2015
- 457
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A new 3D geological model and interpretation of structural evolution of the world-class Rio Tinto VMS deposit, Iberian Pyrite Belt (Spain)Martin-Izard, A. / Arias, D. / Arias, M. / Gumiel, P. / Sanderson, D.J. / Castañon, C. / Lavandeira, A. / Sanchez, J. et al. | 2015
- 477
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Introduction to the Special Issue: GIS-based mineral potential modelling and geological data analyses for mineral explorationPorwal, Alok / Carranza, Emmanuel John M. et al. | 2015
- 484
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Prospectivity for epithermal gold–silver deposits in the Deseado Massif, ArgentinaAndrada de Palomera, Pablo / van Ruitenbeek, Frank J.A. / Carranza, Emmanuel John M. et al. | 2014
- 502
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Evaluation of uncertainty in mineral prospectivity mapping due to missing evidence: A case study with skarn-type Fe deposits in Southwestern Fujian Province, ChinaZuo, Renguang / Zhang, Zhenjie / Zhang, Daojun / Carranza, Emmanuel John M. / Wang, Haicheng et al. | 2014
- 516
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Comparing prospectivity modelling results and past exploration data: A case study of porphyry Cu–Au mineral systems in the Macquarie Arc, Lachlan Fold Belt, New South WalesKreuzer, Oliver P. / Miller, Alexandra V.M. / Peters, Katie J. / Payne, Constance / Wildman, Charlene / Partington, Gregor A. / Puccioni, Elisa / McMahon, Maureen E. / Etheridge, Michael A. et al. | 2014
- 545
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Chatham Rise nodular phosphate — Modelling the prospectivity of a lag deposit (off-shore New Zealand): A critical tool for use in resource development and deep sea miningNielsen, Simon H.H. / McKenzie, Campbell / Miller, Alexandra / Partington, Gregor / Payne, Constance / Puccioni, Elisa / Stokes, Michelle / Wildman, Charlene / Falconer, Robin K.H. / Wood, Ray et al. | 2014
- 558
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From 2D to 3D: Prospectivity modelling in the Taupo Volcanic Zone, New ZealandPayne, Constance E. / Cunningham, Fraser / Peters, Katie J. / Nielsen, Simon / Puccioni, Elisa / Wildman, Charlene / Partington, Gregor A. et al. | 2014
- 578
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3D prospectivity modelling of orogenic gold in the Marymia Inlier, Western AustraliaNielsen, Simon H.H. / Cunningham, Fraser / Hay, Richard / Partington, Gregor / Stokes, Michelle et al. | 2015
- 592
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3D geological modeling for prediction of subsurface Mo targets in the Luanchuan district, ChinaWang, Gongwen / Li, Ruixi / Carranza, Emmanuel John M. / Zhang, Shouting / Yan, Changhai / Zhu, Yanyan / Qu, Jianan / Hong, Dongming / Song, Yaowu / Han, Jiangwei et al. | 2015
- 611
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GIS-based 3D prospectivity mapping: A case study of Jiama copper-polymetallic deposit in Tibet, ChinaXiao, Keyan / Li, Nan / Porwal, Alok / Holden, Eun-Jung / Bagas, Leon / Lu, Yongjun et al. | 2015
- 633
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Three-dimensional mineral prospectivity modeling for targeting of concealed mineralization within the Zhonggu iron orefield, Ningwu Basin, ChinaLi, Xiaohui / Yuan, Feng / Zhang, Mingming / Jia, Cai / Jowitt, Simon M. / Ord, Alison / Zheng, Tongke / Hu, Xunyu / Li, Yang et al. | 2015
- 655
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Porphyry, epithermal, and orogenic gold prospectivity of ArgentinaFord, A. / Hagemann, S.G. / Fogliata, A.S. / Miller, J.M. / Mol, A. / Doyle, P.J. et al. | 2015
- 673
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Mineral systems approach applied to GIS-based 2D-prospectivity modelling of geological regions: Insights from Western AustraliaJoly, Aurore / Porwal, Alok / McCuaig, T. Campbell / Chudasama, Bijal / Dentith, Michael C. / Aitken, Alan R.A. et al. | 2015
- 703
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Predictive mapping of prospectivity for orogenic gold, Giyani greenstone belt (South Africa)Carranza, Emmanuel John M. / Sadeghi, Martiya / Billay, Alazar et al. | 2014
- 719
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Application of the tectono-geochemistry method to mineral prospectivity mapping: a case study of the Gaosong tin-polymetallic deposit, Gejiu district, SW ChinaZhao, Jiangnan / Zuo, Renguang / Chen, Shouyu / Kreuzer, Oliver P. et al. | 2014
- 735
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GIS-based mineral potential modeling by advanced spatial analytical methods in the southeastern Yunnan mineral district, ChinaWang, Wenlei / Zhao, Jie / Cheng, Qiuming / Carranza, Emmanuel John M. et al. | 2014
- 749
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Mineral potential mapping with a restricted Boltzmann machineChen, Yongliang et al. | 2014
- 761
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Prospectivity of Western Australian iron ore from geophysical data using a reject option classifierMerdith, Andrew S. / Landgrebe, Thomas C.W. / Müller, R. Dietmar et al. | 2015
- 777
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Data-driven predictive mapping of gold prospectivity, Baguio district, Philippines: Application of Random Forests algorithmCarranza, Emmanuel John M. / Laborte, Alice G. et al. | 2014
- 788
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Data- and knowledge-driven mineral prospectivity maps for Canada's NorthHarris, J.R. / Grunsky, E. / Behnia, P. / Corrigan, D. et al. | 2015
- 804
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Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machinesRodriguez-Galiano, V. / Sanchez-Castillo, M. / Chica-Olmo, M. / Chica-Rivas, M. et al. | 2015
- 819
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Exploration feature selection applied to hybrid data integration modeling: Targeting copper-gold potential in central IranAsadi, Hooshang H. / Porwal, Alok / Fatehi, Moslem / Kianpouryan, Sadegh / Lu, Yong-Jun et al. | 2014
- 839
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Fuzzy inference systems for prospectivity modeling of mineral systems and a case-study for prospectivity mapping of surficial Uranium in Yeelirrie Area, Western AustraliaPorwal, Alok / Das, Rahul Deb / Chaudhary, Babita / Gonzalez-Alvarez, Ignacio / Kreuzer, Oliver et al. | 2014
- 853
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Receiver operating characteristics (ROC) as validation tool for prospectivity models — A magmatic Ni–Cu case study from the Central Lapland Greenstone Belt, Northern FinlandNykänen, Vesa / Lahti, Ilkka / Niiranen, Tero / Korhonen, Kimmo et al. | 2014
- 861
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Spatial data analysis of mineral deposit point patterns: Applications to exploration targetingLisitsin, Vladimir et al. | 2015
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IFC - Editorial board| 2014