메뉴 건너뛰기




Volumn 71, Issue , 2015, Pages 804-818

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

Author keywords

Data driven modelling; Hyperion; Machine learning; Mineral potential; Mineral prospectivity mapping

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; DECISION TREES; FORESTRY; LEARNING ALGORITHMS; LEARNING SYSTEMS; MAPPING; MINERALS; NATURAL RESOURCES EXPLORATION; NEURAL NETWORKS; ORE DEPOSITS; REGRESSION ANALYSIS; SUPPORT VECTOR MACHINES;

EID: 84938951730     PISSN: 01691368     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.oregeorev.2015.01.001     Document Type: Article
Times cited : (935)

References (112)
  • 1
    • 84862657079 scopus 로고    scopus 로고
    • Support vector machine for multi-classification of mineral prospectivity areas
    • Abedi M., Norouzi G.H., Bahroudi A. Support vector machine for multi-classification of mineral prospectivity areas. Comput. Geosci. 2012, 46:272-283.
    • (2012) Comput. Geosci. , vol.46 , pp. 272-283
    • Abedi, M.1    Norouzi, G.H.2    Bahroudi, A.3
  • 2
    • 84871492974 scopus 로고    scopus 로고
    • Fuzzy outranking approach: a knowledge-driven method for mineral prospectivity mapping
    • Abedi M., Norouzi G.-H., Fathianpour N. Fuzzy outranking approach: a knowledge-driven method for mineral prospectivity mapping. Int. J. Appl. Earth Obs. Geoinf. 2013, 21:556-567.
    • (2013) Int. J. Appl. Earth Obs. Geoinf. , vol.21 , pp. 556-567
    • Abedi, M.1    Norouzi, G.-H.2    Fathianpour, N.3
  • 3
    • 20944445000 scopus 로고    scopus 로고
    • Measuring the performance of mineral-potential maps
    • Agterberg F.P., Bonham-Carter G.F. Measuring the performance of mineral-potential maps. Nat. Resour. Res. 2005, 14:1-17.
    • (2005) Nat. Resour. Res. , vol.14 , pp. 1-17
    • Agterberg, F.P.1    Bonham-Carter, G.F.2
  • 4
    • 77952428938 scopus 로고    scopus 로고
    • Support vector regression for porosity prediction in a heterogeneous reservoir: a comparative study
    • Al-Anazi A.F., Gates I.D. Support vector regression for porosity prediction in a heterogeneous reservoir: a comparative study. Comput. Geosci. 2010, 36:1494-1503.
    • (2010) Comput. Geosci. , vol.36 , pp. 1494-1503
    • Al-Anazi, A.F.1    Gates, I.D.2
  • 6
    • 0031105739 scopus 로고    scopus 로고
    • Introduction neural networks in remote sensing
    • Atkinson P., Tatnall A. Introduction neural networks in remote sensing. Int. J. Remote Sens. 1997, 18:699-709.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 699-709
    • Atkinson, P.1    Tatnall, A.2
  • 8
    • 70349233781 scopus 로고    scopus 로고
    • Evaluation of the environmental contamination at an abandoned mining site using multivariate statistical techniques-the Rodalquilar (Southern Spain) mining district
    • Bagur M.G., Morales S., López-Chicano M. Evaluation of the environmental contamination at an abandoned mining site using multivariate statistical techniques-the Rodalquilar (Southern Spain) mining district. Talanta 2009, 80:377-384.
    • (2009) Talanta , vol.80 , pp. 377-384
    • Bagur, M.G.1    Morales, S.2    López-Chicano, M.3
  • 9
    • 58349118739 scopus 로고    scopus 로고
    • Evaluating error associated with lidar-derived DEM interpolation
    • Bater C.W., Coops N.C. Evaluating error associated with lidar-derived DEM interpolation. Comput. Geosci. 2009, 35:289-300.
    • (2009) Comput. Geosci. , vol.35 , pp. 289-300
    • Bater, C.W.1    Coops, N.C.2
  • 10
    • 33750798496 scopus 로고    scopus 로고
    • Toward an optimal SVM classification system for hyperspectral remote sensing images
    • Bazi Y., Melgani F. Toward an optimal SVM classification system for hyperspectral remote sensing images. IEEE Trans. Geosci. Remote Sens. 2006, 44:3374-3385.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , pp. 3374-3385
    • Bazi, Y.1    Melgani, F.2
  • 12
    • 57049170860 scopus 로고    scopus 로고
    • Use of HyMap imaging spectrometer data to map mineralogy in the Rodalquilar caldera, southeast Spain
    • Bedini E., van der Meer F., van Ruitenbeek F. Use of HyMap imaging spectrometer data to map mineralogy in the Rodalquilar caldera, southeast Spain. Int. J. Remote Sens. 2008, 30:327-348.
    • (2008) Int. J. Remote Sens. , vol.30 , pp. 327-348
    • Bedini, E.1    van der Meer, F.2    van Ruitenbeek, F.3
  • 13
    • 57049170860 scopus 로고    scopus 로고
    • Use of HyMap imaging spectrometer data to map mineralogy in the Rodalquilar caldera, southeast Spain
    • Bedini E., van der Meer F., van Ruitenbeek F. Use of HyMap imaging spectrometer data to map mineralogy in the Rodalquilar caldera, southeast Spain. Int. J. Remote Sens. 2009, 30:327-348.
    • (2009) Int. J. Remote Sens. , vol.30 , pp. 327-348
    • Bedini, E.1    van der Meer, F.2    van Ruitenbeek, F.3
  • 14
    • 34547932110 scopus 로고    scopus 로고
    • Dover Publications, Mineola, NY
    • Bellman R. Dynamic Programming 2003, Dover Publications, Mineola, NY. 2nd edn.
    • (2003) Dynamic Programming
    • Bellman, R.1
  • 15
    • 84857855190 scopus 로고    scopus 로고
    • Random search for hyper-parameter optimization
    • Bergstra J., Bengio Y. Random search for hyper-parameter optimization. J. Mach. Learn. Res. 2012, 13:281-305.
    • (2012) J. Mach. Learn. Res. , vol.13 , pp. 281-305
    • Bergstra, J.1    Bengio, Y.2
  • 17
    • 80455155063 scopus 로고    scopus 로고
    • Analysis of imaging spectrometer data using N-dimensional geometry and a mixture-tuned matched filtering approach
    • Boardman J.W., Kruse F.A. Analysis of imaging spectrometer data using N-dimensional geometry and a mixture-tuned matched filtering approach. IEEE Trans. Geosci. Remote Sens. 2011, 49:4138-4152.
    • (2011) IEEE Trans. Geosci. Remote Sens. , vol.49 , pp. 4138-4152
    • Boardman, J.W.1    Kruse, F.A.2
  • 18
    • 0002596793 scopus 로고
    • Mapping target signatures via partial unmixing of AVIRIS data
    • Summaries, Fifth JPL Airborne Earth Science Workshop
    • Boardman J.W., Kruse F.A., Green R.O. Mapping target signatures via partial unmixing of AVIRIS data. JPL Publication 95-1 1995, 23-26.
    • (1995) JPL Publication 95-1 , pp. 23-26
    • Boardman, J.W.1    Kruse, F.A.2    Green, R.O.3
  • 20
    • 84859109435 scopus 로고    scopus 로고
    • Comparing methods for estimating flow duration curves at ungauged sites
    • Booker D.J., Snelder T.H. Comparing methods for estimating flow duration curves at ungauged sites. J. Hydrol. 2012, 434-435:78-94.
    • (2012) J. Hydrol. , pp. 78-94
    • Booker, D.J.1    Snelder, T.H.2
  • 22
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • Bradley A.P. The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recogn. 1997, 30:1145-1159.
    • (1997) Pattern Recogn. , vol.30 , pp. 1145-1159
    • Bradley, A.P.1
  • 24
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman L. Bagging predictors. Mach. Learn. 1996, 24:123-140.
    • (1996) Mach. Learn. , vol.24 , pp. 123-140
    • Breiman, L.1
  • 25
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L. Random forests. Mach. Learn. 2001, 45:5-32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 27
    • 0033816133 scopus 로고    scopus 로고
    • Artificial neural networks: a new method for mineral prospectivity mapping
    • Brown W.M., Gedeon T.D., Groves D.I., Barnes R.G. Artificial neural networks: a new method for mineral prospectivity mapping. Aust. J. Earth Sci. 2000, 47:757-770.
    • (2000) Aust. J. Earth Sci. , vol.47 , pp. 757-770
    • Brown, W.M.1    Gedeon, T.D.2    Groves, D.I.3    Barnes, R.G.4
  • 29
    • 82955251123 scopus 로고    scopus 로고
    • Geocomputation of mineral exploration targets
    • Carranza E.J.M. Geocomputation of mineral exploration targets. Comput. Geosci. 2011, 37:1907-1916.
    • (2011) Comput. Geosci. , vol.37 , pp. 1907-1916
    • Carranza, E.J.M.1
  • 31
    • 43949125818 scopus 로고    scopus 로고
    • Evaluation of random forest and adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery
    • Chan J.C.-W., Paelinckx D. Evaluation of random forest and adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery. Remote Sens. Environ. 2008, 112:2999-3011.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 2999-3011
    • Chan, J.C.-W.1    Paelinckx, D.2
  • 33
    • 84875505172 scopus 로고    scopus 로고
    • Developing a probability-based model of aquifer vulnerability in an agricultural region
    • Chen S.K., Jang C.S., Peng Y.H. Developing a probability-based model of aquifer vulnerability in an agricultural region. J. Hydrol. 2013, 486:494-504.
    • (2013) J. Hydrol. , vol.486 , pp. 494-504
    • Chen, S.K.1    Jang, C.S.2    Peng, Y.H.3
  • 34
    • 0037145651 scopus 로고    scopus 로고
    • Development of a decision support system based on remote sensing and GIS techniques for gold-rich area identification in SE Spain
    • Chica-Olmo M., Abarca F., Rigol J.P. Development of a decision support system based on remote sensing and GIS techniques for gold-rich area identification in SE Spain. Int. J. Remote Sens. 2002, 23:4801-4814.
    • (2002) Int. J. Remote Sens. , vol.23 , pp. 4801-4814
    • Chica-Olmo, M.1    Abarca, F.2    Rigol, J.P.3
  • 35
    • 44649189092 scopus 로고    scopus 로고
    • Mapping of heavy metal pollution in stream sediments using combined geochemistry, field spectroscopy, and hyperspectral remote sensing: a case study of the Rodalquilar mining area, SE Spain
    • Choe E., van der Meer F., van Ruitenbeek F., van der Werff H., de Smeth B., Kim K.W. Mapping of heavy metal pollution in stream sediments using combined geochemistry, field spectroscopy, and hyperspectral remote sensing: a case study of the Rodalquilar mining area, SE Spain. Remote Sens. Environ. 2008, 112:3222-3233.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3222-3233
    • Choe, E.1    van der Meer, F.2    van Ruitenbeek, F.3    van der Werff, H.4    de Smeth, B.5    Kim, K.W.6
  • 38
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C., Vapnik V. Support-vector networks. Mach. Learn. 1995, 20:273-297.
    • (1995) Mach. Learn. , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 40
    • 0024475769 scopus 로고
    • Geological mapping using Landsat thematic mapper imagery in Almeria Province, south-east Spain
    • Crosta A.P., Moore J.M. Geological mapping using Landsat thematic mapper imagery in Almeria Province, south-east Spain. Int. J. Remote Sens. 1989, 10:505-514.
    • (1989) Int. J. Remote Sens. , vol.10 , pp. 505-514
    • Crosta, A.P.1    Moore, J.M.2
  • 41
    • 84864523812 scopus 로고    scopus 로고
    • A geographic model to assess and limit cumulative ecological degradation from marcellus shale exploitation in New York, USA
    • Davis J.B., Robinson G.R. A geographic model to assess and limit cumulative ecological degradation from marcellus shale exploitation in New York, USA. Ecol. Soc. 2012, 17.
    • (2012) Ecol. Soc. , vol.17
    • Davis, J.B.1    Robinson, G.R.2
  • 42
    • 67349270250 scopus 로고    scopus 로고
    • Deriving optimal exploration target zones on mineral prospectivity maps
    • Debba P., Carranza E.J.M., Stein A., Meer F.D. Deriving optimal exploration target zones on mineral prospectivity maps. Math. Geosci. 2009, 41:421-446.
    • (2009) Math. Geosci. , vol.41 , pp. 421-446
    • Debba, P.1    Carranza, E.J.M.2    Stein, A.3    Meer, F.D.4
  • 44
    • 84879886882 scopus 로고
    • Neogene extensional collapse in the western Mediterranean (Betic-rif Alpine orogenic belt) - implications for the genesis of the Gibraltar arc and magmatic activity
    • Doblas M., Oyarzun R. Neogene extensional collapse in the western Mediterranean (Betic-rif Alpine orogenic belt) - implications for the genesis of the Gibraltar arc and magmatic activity. Geology 1989, 17:430-433.
    • (1989) Geology , vol.17 , pp. 430-433
    • Doblas, M.1    Oyarzun, R.2
  • 45
    • 0742305161 scopus 로고    scopus 로고
    • Magmatic evolution of the Alboran region: the role of subduction in forming the western Mediterranean and causing the Messinian salinity crisis
    • Duggen S., Hoernle K., van den Bogaard P., Harris C. Magmatic evolution of the Alboran region: the role of subduction in forming the western Mediterranean and causing the Messinian salinity crisis. Earth Planet. Sci. Lett. 2004, 218:91-108.
    • (2004) Earth Planet. Sci. Lett. , vol.218 , pp. 91-108
    • Duggen, S.1    Hoernle, K.2    van den Bogaard, P.3    Harris, C.4
  • 46
    • 77649194645 scopus 로고    scopus 로고
    • Spectral properties and sources of variability of ecosystem components in a Mediterranean semiarid environment
    • Escribano P., Palacios-Orueta A., Oyonarte C., Chabrillat S. Spectral properties and sources of variability of ecosystem components in a Mediterranean semiarid environment. J. Arid Environ. 2010, 74:1041-1051.
    • (2010) J. Arid Environ. , vol.74 , pp. 1041-1051
    • Escribano, P.1    Palacios-Orueta, A.2    Oyonarte, C.3    Chabrillat, S.4
  • 47
    • 77957770413 scopus 로고    scopus 로고
    • Prospectivity analysis of the Plutonic Marymia Greenstone Belt, Western Australia
    • Fallon M., Porwal A., Guj P. Prospectivity analysis of the Plutonic Marymia Greenstone Belt, Western Australia. Ore Geol. Rev. 2010, 38:208-218.
    • (2010) Ore Geol. Rev. , vol.38 , pp. 208-218
    • Fallon, M.1    Porwal, A.2    Guj, P.3
  • 48
    • 0029667324 scopus 로고    scopus 로고
    • The application of imaging spectrometry data to mapping alteration zones associated with gold mineralization in southern Spain
    • Ferrier G., Wadge G. The application of imaging spectrometry data to mapping alteration zones associated with gold mineralization in southern Spain. Int. J. Remote Sens. 1996, 17:331-350.
    • (1996) Int. J. Remote Sens. , vol.17 , pp. 331-350
    • Ferrier, G.1    Wadge, G.2
  • 50
    • 56349122024 scopus 로고    scopus 로고
    • Characterisation of the environmental impact of the Rodalquilar mine, Spain by ground-based reflectance spectroscopy
    • Ferrier G., Hudson-Edwards K.A., Pope R.J. Characterisation of the environmental impact of the Rodalquilar mine, Spain by ground-based reflectance spectroscopy. J. Geochem. Explor. 2009, 100:11-19.
    • (2009) J. Geochem. Explor. , vol.100 , pp. 11-19
    • Ferrier, G.1    Hudson-Edwards, K.A.2    Pope, R.J.3
  • 51
    • 77954053737 scopus 로고    scopus 로고
    • Arsenic and metal mobility from Au mine tailings in Rodalquilar (Almería, SE Spain)
    • Flores A.N., Rubio L.M.D. Arsenic and metal mobility from Au mine tailings in Rodalquilar (Almería, SE Spain). Environ. Earth Sci. 2010, 60:121-138.
    • (2010) Environ. Earth Sci. , vol.60 , pp. 121-138
    • Flores, A.N.1    Rubio, L.M.D.2
  • 52
    • 0031105722 scopus 로고    scopus 로고
    • An evaluation of some factors affecting the accuracy of classification by an artificial neural network
    • Foody G.M., Arora M.K. An evaluation of some factors affecting the accuracy of classification by an artificial neural network. Int. J. Remote Sens. 1997, 18:799-810.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 799-810
    • Foody, G.M.1    Arora, M.K.2
  • 53
    • 0344972104 scopus 로고    scopus 로고
    • Decision tree classification of land cover from remotely sensed data
    • Friedl M.A., Brodley C.E. Decision tree classification of land cover from remotely sensed data. Remote Sens. Environ. 1997, 61:399-409.
    • (1997) Remote Sens. Environ. , vol.61 , pp. 399-409
    • Friedl, M.A.1    Brodley, C.E.2
  • 54
    • 48349089902 scopus 로고    scopus 로고
    • Monitoring land degradation risk using ASTER data: the non-evaporative fraction as an indicator of ecosystem function
    • García M., Oyonarte C., Villagarcía L., Contreras S., Domingo F., Puigdefábregas J. Monitoring land degradation risk using ASTER data: the non-evaporative fraction as an indicator of ecosystem function. Remote Sens. Environ. 2008, 112:3720-3736.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3720-3736
    • García, M.1    Oyonarte, C.2    Villagarcía, L.3    Contreras, S.4    Domingo, F.5    Puigdefábregas, J.6
  • 55
    • 84866847148 scopus 로고    scopus 로고
    • An evaluation of bagging, boosting, and random forests for land-cover classification in Cape Cod, Massachusetts, USA
    • Ghimire B., Rogan J., Galiano V., Panday P., Neeti N. An evaluation of bagging, boosting, and random forests for land-cover classification in Cape Cod, Massachusetts, USA. GISci. Remote Sens. 2012, 49:623-643.
    • (2012) GISci. Remote Sens. , vol.49 , pp. 623-643
    • Ghimire, B.1    Rogan, J.2    Galiano, V.3    Panday, P.4    Neeti, N.5
  • 57
    • 0023854011 scopus 로고
    • A transformation for ordering multispectral data in terms of image quality with implications for noise removal
    • Green A.A., Berman M., Switzer P., Craig M.D. A transformation for ordering multispectral data in terms of image quality with implications for noise removal. IEEE Trans. Geosci. Remote Sens. 1988, 26:65-74.
    • (1988) IEEE Trans. Geosci. Remote Sens. , vol.26 , pp. 65-74
    • Green, A.A.1    Berman, M.2    Switzer, P.3    Craig, M.D.4
  • 58
    • 78650731656 scopus 로고    scopus 로고
    • Relevance of airborne lidar and multispectral image data for urban scene classification using random forests
    • Guo L., Chehata N., Mallet C., Boukir S. Relevance of airborne lidar and multispectral image data for urban scene classification using random forests. ISPRS J. Photogramm. Remote Sens. 2011, 66:56-66.
    • (2011) ISPRS J. Photogramm. Remote Sens. , vol.66 , pp. 56-66
    • Guo, L.1    Chehata, N.2    Mallet, C.3    Boukir, S.4
  • 59
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • Guyon I., Elisseeff A. An introduction to variable and feature selection. J. Mach. Learn. Res. 2003, 3:1157-1182.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 60
    • 0029667616 scopus 로고    scopus 로고
    • Classification trees: an alternative to traditional land cover classifiers
    • Hansen M., Dubayah R., Defries R. Classification trees: an alternative to traditional land cover classifiers. Int. J. Remote Sens. 1996, 17:1075-1081.
    • (1996) Int. J. Remote Sens. , vol.17 , pp. 1075-1081
    • Hansen, M.1    Dubayah, R.2    Defries, R.3
  • 61
    • 20944440743 scopus 로고    scopus 로고
    • A comparative analysis of favorability mappings by weights of evidence, probabilistic neural networks, discriminant analysis, and logistic regression
    • Harris D., Zurcher L., Stanley M., Marlow J., Pan G. A comparative analysis of favorability mappings by weights of evidence, probabilistic neural networks, discriminant analysis, and logistic regression. Nat. Resour. Res. 2003, 12:241-255.
    • (2003) Nat. Resour. Res. , vol.12 , pp. 241-255
    • Harris, D.1    Zurcher, L.2    Stanley, M.3    Marlow, J.4    Pan, G.5
  • 63
    • 0023523668 scopus 로고
    • Comparative anatomy of volcanic-hosted epithermal deposits - acid-sulfate and adularia-sericite types
    • Heald P., Foley N.K., Hayba D.O. Comparative anatomy of volcanic-hosted epithermal deposits - acid-sulfate and adularia-sericite types. Econ. Geol. 1987, 82:1-26.
    • (1987) Econ. Geol. , vol.82 , pp. 1-26
    • Heald, P.1    Foley, N.K.2    Hayba, D.O.3
  • 64
    • 78549256372 scopus 로고    scopus 로고
    • Predictive models for forecasting hourly urban water demand
    • Herrera M., Torgo L., Izquierdo J., Pérez-García R. Predictive models for forecasting hourly urban water demand. J. Hydrol. 2010, 387:141-150.
    • (2010) J. Hydrol. , vol.387 , pp. 141-150
    • Herrera, M.1    Torgo, L.2    Izquierdo, J.3    Pérez-García, R.4
  • 65
    • 84866325100 scopus 로고    scopus 로고
    • Exploration targeting for orogenic gold deposits in the Granites-Tanami Orogen: mineral system analysis, targeting model and prospectivity analysis
    • Joly A., Porwal A., McCuaig T.C. Exploration targeting for orogenic gold deposits in the Granites-Tanami Orogen: mineral system analysis, targeting model and prospectivity analysis. Ore Geol. Rev. 2012, 48:349-383.
    • (2012) Ore Geol. Rev. , vol.48 , pp. 349-383
    • Joly, A.1    Porwal, A.2    McCuaig, T.C.3
  • 69
    • 55449099294 scopus 로고    scopus 로고
    • Mapping selective logging in mixed deciduous forest: a comparison of machine learning algorithms
    • Lippitt C.D., Rogan J., Li Z., Eastman J.R., Jones T.G. Mapping selective logging in mixed deciduous forest: a comparison of machine learning algorithms. Photogramm. Eng. Remote Sens. 2008, 74:1201-1211.
    • (2008) Photogramm. Eng. Remote Sens. , vol.74 , pp. 1201-1211
    • Lippitt, C.D.1    Rogan, J.2    Li, Z.3    Eastman, J.R.4    Jones, T.G.5
  • 70
    • 0019234351 scopus 로고
    • La Region Volcánica Neogena del Sureste de España
    • López Ruiz J., Rodríguez-Badiola E. La Region Volcánica Neogena del Sureste de España. Estud. Geol. 1980, 36:5-63.
    • (1980) Estud. Geol. , vol.36 , pp. 5-63
    • López Ruiz, J.1    Rodríguez-Badiola, E.2
  • 71
    • 37549009133 scopus 로고    scopus 로고
    • The application of artificial neural networks to the analysis of remotely sensed data
    • Mas J.F., Flores J.J. The application of artificial neural networks to the analysis of remotely sensed data. Int. J. Remote Sens. 2008, 29:617-663.
    • (2008) Int. J. Remote Sens. , vol.29 , pp. 617-663
    • Mas, J.F.1    Flores, J.J.2
  • 72
    • 84939465236 scopus 로고    scopus 로고
    • Curvature attribute from surface-restoration as predictor variable in Kupferschiefer copper potentials
    • Mejía-Herrera P., Royer J.-J., Caumon G., Cheilletz A. Curvature attribute from surface-restoration as predictor variable in Kupferschiefer copper potentials. Nat. Resour. Res. 2014, 1-16.
    • (2014) Nat. Resour. Res. , pp. 1-16
    • Mejía-Herrera, P.1    Royer, J.-J.2    Caumon, G.3    Cheilletz, A.4
  • 73
    • 34249966833 scopus 로고
    • An empirical comparison of selection measures for decision-tree induction
    • Mingers J. An empirical comparison of selection measures for decision-tree induction. Mach. Learn. 1989, 3:319-342.
    • (1989) Mach. Learn. , vol.3 , pp. 319-342
    • Mingers, J.1
  • 74
    • 46849116579 scopus 로고    scopus 로고
    • Ore, mineral economics and mineral exploration
    • Blackwell Publishing, Oxford, UK, C.J. Moon, M.K.G. Whateley, A.M. Evans (Eds.)
    • Moon C.J., Evans A.M. Ore, mineral economics and mineral exploration. Introduction to Mineral Exploration 2006, 3-18. Blackwell Publishing, Oxford, UK. 2nd ed. C.J. Moon, M.K.G. Whateley, A.M. Evans (Eds.).
    • (2006) Introduction to Mineral Exploration , pp. 3-18
    • Moon, C.J.1    Evans, A.M.2
  • 75
    • 77952422668 scopus 로고    scopus 로고
    • Application of artificial neural network for gold-silver deposits potential mapping: a case study of Korea
    • Oh H.J., Lee S. Application of artificial neural network for gold-silver deposits potential mapping: a case study of Korea. Nat. Resour. Res. 2010, 19:103-124.
    • (2010) Nat. Resour. Res. , vol.19 , pp. 103-124
    • Oh, H.J.1    Lee, S.2
  • 76
    • 70349991923 scopus 로고    scopus 로고
    • Environmental assessment of the arsenic-rich, Rodalquilar gold-(copper-lead-zinc) mining district, SE Spain: data from soils and vegetation
    • Oyarzun R., Cubas P., Higueras P., Lillo J., Llanos W. Environmental assessment of the arsenic-rich, Rodalquilar gold-(copper-lead-zinc) mining district, SE Spain: data from soils and vegetation. Environ. Geol. 2009, 58:761-777.
    • (2009) Environ. Geol. , vol.58 , pp. 761-777
    • Oyarzun, R.1    Cubas, P.2    Higueras, P.3    Lillo, J.4    Llanos, W.5
  • 77
    • 13344278660 scopus 로고    scopus 로고
    • Random forest classifier for remote sensing classification
    • Pal M. Random forest classifier for remote sensing classification. Int. J. Remote Sens. 2005, 26:217-222.
    • (2005) Int. J. Remote Sens. , vol.26 , pp. 217-222
    • Pal, M.1
  • 78
    • 0141569007 scopus 로고    scopus 로고
    • An assessment of the effectiveness of decision tree methods for land cover classification
    • Pal M., Mather P.M. An assessment of the effectiveness of decision tree methods for land cover classification. Remote Sens. Environ. 2003, 86:554-565.
    • (2003) Remote Sens. Environ. , vol.86 , pp. 554-565
    • Pal, M.1    Mather, P.M.2
  • 79
    • 70350710336 scopus 로고    scopus 로고
    • Artificial neural networks applied to mineral potential mapping for copper-gold mineralizations in the Carajás Mineral Province, Brazil
    • Pereira Leite E., de Souza Filho C.R. Artificial neural networks applied to mineral potential mapping for copper-gold mineralizations in the Carajás Mineral Province, Brazil. Geophys. Prospect. 2009, 57:1049-1065.
    • (2009) Geophys. Prospect. , vol.57 , pp. 1049-1065
    • Pereira Leite, E.1    de Souza Filho, C.R.2
  • 80
    • 60349120686 scopus 로고    scopus 로고
    • Probabilistic neural networks applied to mineral potential mapping for platinum group elements in the Serra Leste region, Carajás Mineral Province, Brazil
    • Pereira Leite E., de Souza Filho C.R. Probabilistic neural networks applied to mineral potential mapping for platinum group elements in the Serra Leste region, Carajás Mineral Province, Brazil. Comput. Geosci. 2009, 35:675-687.
    • (2009) Comput. Geosci. , vol.35 , pp. 675-687
    • Pereira Leite, E.1    de Souza Filho, C.R.2
  • 82
    • 84868356360 scopus 로고    scopus 로고
    • Application of indicator kriging to evaluate the probability of exceeding nitrate contamination thresholds
    • Piccini C., Marchetti A., Farina R., Francaviglia R. Application of indicator kriging to evaluate the probability of exceeding nitrate contamination thresholds. Int. J. Environ. Res. 2012, 6:853-862.
    • (2012) Int. J. Environ. Res. , vol.6 , pp. 853-862
    • Piccini, C.1    Marchetti, A.2    Farina, R.3    Francaviglia, R.4
  • 83
    • 23944502615 scopus 로고    scopus 로고
    • Artificial neural networks for mineral-potential mapping: a case study from Aravalli Province, Western India
    • Porwal A., Carranza E.J.M., Hale M. Artificial neural networks for mineral-potential mapping: a case study from Aravalli Province, Western India. Nat. Resour. Res. 2003, 12:155-171.
    • (2003) Nat. Resour. Res. , vol.12 , pp. 155-171
    • Porwal, A.1    Carranza, E.J.M.2    Hale, M.3
  • 84
    • 77957762386 scopus 로고    scopus 로고
    • Weights-of-evidence and logistic regression modeling of magmatic nickel sulfide prospectivity in the Yilgarn Craton, Western Australia
    • Porwal A., González-Álvarez I., Markwitz V., McCuaig T.C., Mamuse A. Weights-of-evidence and logistic regression modeling of magmatic nickel sulfide prospectivity in the Yilgarn Craton, Western Australia. Ore Geol. Rev. 2010, 38:184-196.
    • (2010) Ore Geol. Rev. , vol.38 , pp. 184-196
    • Porwal, A.1    González-Álvarez, I.2    Markwitz, V.3    McCuaig, T.C.4    Mamuse, A.5
  • 85
    • 84925732318 scopus 로고    scopus 로고
    • SVM-based base-metal prospectivity modeling of the Aravalli Orogen, northwestern India
    • Porwal A., Yu L., Gessner K. SVM-based base-metal prospectivity modeling of the Aravalli Orogen, northwestern India. EGU General Assembly, Vienna, Austria 2010, 15171.
    • (2010) EGU General Assembly, Vienna, Austria , pp. 15171
    • Porwal, A.1    Yu, L.2    Gessner, K.3
  • 86
    • 0003500248 scopus 로고
    • Morgan Kaufmann Publishers Inc., San Francisco, CA, USA
    • Quinlan J.R. C4.5 Programs for Machine Learning 1993, Morgan Kaufmann Publishers Inc., San Francisco, CA, USA. 1st edn.
    • (1993) C4.5 Programs for Machine Learning
    • Quinlan, J.R.1
  • 87
    • 0032080859 scopus 로고    scopus 로고
    • Merging remote-sensing images for geological-environmental mapping: application to the Cabo de Gata-Níjar Natural Park, Spain
    • Rigol J.P., Chica-Olmo M. Merging remote-sensing images for geological-environmental mapping: application to the Cabo de Gata-Níjar Natural Park, Spain. Environ. Geol. 1998, 34:194-202.
    • (1998) Environ. Geol. , vol.34 , pp. 194-202
    • Rigol, J.P.1    Chica-Olmo, M.2
  • 88
  • 89
    • 84899558274 scopus 로고    scopus 로고
    • Evaluation of different machine learning methods for land cover mapping of a Mediterranean area using multi-seasonal Landsat images and digital terrain models
    • Rodriguez-Galiano V.F., Chica-Rivas M. Evaluation of different machine learning methods for land cover mapping of a Mediterranean area using multi-seasonal Landsat images and digital terrain models. Int. J. Digit. Earth 2012, 7:492-509.
    • (2012) Int. J. Digit. Earth , vol.7 , pp. 492-509
    • Rodriguez-Galiano, V.F.1    Chica-Rivas, M.2
  • 92
    • 84901262486 scopus 로고    scopus 로고
    • Predictive modelling of gold potential with the integration of multisource information based on random forest: a case study on the Rodalquilar area, Southern Spain
    • Rodriguez-Galiano V.F., Chica-Olmo M., Chica-Rivas M. Predictive modelling of gold potential with the integration of multisource information based on random forest: a case study on the Rodalquilar area, Southern Spain. Int. J. Geogr. Inf. Sci. 2014, 28:1336-1354.
    • (2014) Int. J. Geogr. Inf. Sci. , vol.28 , pp. 1336-1354
    • Rodriguez-Galiano, V.F.1    Chica-Olmo, M.2    Chica-Rivas, M.3
  • 94
    • 79951968823 scopus 로고    scopus 로고
    • ITT Visual Information Solutions
    • RSI, 2007. FLAASH Module User's Guide, ITT Visual Information Solutions.
    • (2007) FLAASH Module User's Guide
  • 95
    • 0022471098 scopus 로고
    • Learning representations by back-propagating errors
    • Rumelhart D.E., Hinton G.E., Williams R.J. Learning representations by back-propagating errors. Nature 1986, 323:533-536.
    • (1986) Nature , vol.323 , pp. 533-536
    • Rumelhart, D.E.1    Hinton, G.E.2    Williams, R.J.3
  • 96
    • 0025556431 scopus 로고
    • Mineralized and unmineralized calderas in Spain; part II, evolution of the Rodalquilar caldera complex and associated gold-alunite deposits
    • Rytuba J.J., Arribas A., Cunningham C.G., McKee E.H., Podwysocki M.H., Smith J.G., Kelly W.C., Arribas A. Mineralized and unmineralized calderas in Spain; part II, evolution of the Rodalquilar caldera complex and associated gold-alunite deposits. Mineral. Deposita 1990, 25:S29-S35.
    • (1990) Mineral. Deposita , vol.25 , pp. S29-S35
    • Rytuba, J.J.1    Arribas, A.2    Cunningham, C.G.3    McKee, E.H.4    Podwysocki, M.H.5    Smith, J.G.6    Kelly, W.C.7    Arribas, A.8
  • 99
    • 0000523292 scopus 로고    scopus 로고
    • Application of a feedforward neural network in the search for kuroko deposits in the Hokuroku district, Japan
    • Singer D.A., Kouda R. Application of a feedforward neural network in the search for kuroko deposits in the Hokuroku district, Japan. Math. Geol. 1996, 28:1017-1023.
    • (1996) Math. Geol. , vol.28 , pp. 1017-1023
    • Singer, D.A.1    Kouda, R.2
  • 100
    • 31044437151 scopus 로고    scopus 로고
    • Indicator kriging applied to absorption band analysis in hyperspectral imagery: a case study from the Rodalquilar epithermal gold mining area, SE Spain
    • van der Meer F. Indicator kriging applied to absorption band analysis in hyperspectral imagery: a case study from the Rodalquilar epithermal gold mining area, SE Spain. Int. J. Appl. Earth Obs. Geoinf. 2006, 8:61-72.
    • (2006) Int. J. Appl. Earth Obs. Geoinf. , vol.8 , pp. 61-72
    • van der Meer, F.1
  • 103
    • 0010864753 scopus 로고
    • Pattern recognition using generalized portrait method
    • Vapnik V.N., Lerner A. Pattern recognition using generalized portrait method. Autom. Remote Control 1963, 24:774-780.
    • (1963) Autom. Remote Control , vol.24 , pp. 774-780
    • Vapnik, V.N.1    Lerner, A.2
  • 104
    • 79953029215 scopus 로고    scopus 로고
    • Application of a random forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy
    • Vincenzi S., Zucchetta M., Franzoi P., Pellizzato M., Pranovi F., De Leo G.A., Torricelli P. Application of a random forest algorithm to predict spatial distribution of the potential yield of Ruditapes philippinarum in the Venice lagoon, Italy. Ecol. Model. 2011, 222:1471-1478.
    • (2011) Ecol. Model. , vol.222 , pp. 1471-1478
    • Vincenzi, S.1    Zucchetta, M.2    Franzoi, P.3    Pellizzato, M.4    Pranovi, F.5    De Leo, G.A.6    Torricelli, P.7
  • 106
    • 69849104695 scopus 로고    scopus 로고
    • Classifier ensembles for land cover mapping using multitemporal SAR imagery
    • Waske B., Braun M. Classifier ensembles for land cover mapping using multitemporal SAR imagery. ISPRS J. Photogramm. Remote Sens. 2009, 64:450-457.
    • (2009) ISPRS J. Photogramm. Remote Sens. , vol.64 , pp. 450-457
    • Waske, B.1    Braun, M.2
  • 107
    • 3242711291 scopus 로고    scopus 로고
    • Mapping regional land cover with MODIS data for biological conservation: examples from the Greater Yellowstone Ecosystem, USA and Pará State, Brazil
    • Wessels K.J., De Fries R.S., Dempewolf J., Anderson L.O., Hansen A.J., Powell S.L., Moran E.F. Mapping regional land cover with MODIS data for biological conservation: examples from the Greater Yellowstone Ecosystem, USA and Pará State, Brazil. Remote Sens. Environ. 2004, 92:67-83.
    • (2004) Remote Sens. Environ. , vol.92 , pp. 67-83
    • Wessels, K.J.1    De Fries, R.S.2    Dempewolf, J.3    Anderson, L.O.4    Hansen, A.J.5    Powell, S.L.6    Moran, E.F.7
  • 108
    • 79960366556 scopus 로고    scopus 로고
    • Parameterizing support vector machines for land cover classification
    • Yang X. Parameterizing support vector machines for land cover classification. Photogramm. Eng. Remote Sens. 2011, 77:27-37.
    • (2011) Photogramm. Eng. Remote Sens. , vol.77 , pp. 27-37
    • Yang, X.1
  • 109
    • 0004445925 scopus 로고    scopus 로고
    • Revised geochronology of the Neogene calc-alkaline volcanic suite in Sierra de Gata, Alboran volcanic province, SE Spain
    • Zeck H.P., Maluski H., Kristensen A.B. Revised geochronology of the Neogene calc-alkaline volcanic suite in Sierra de Gata, Alboran volcanic province, SE Spain. J. Geol. Soc. 2000, 157:75-81.
    • (2000) J. Geol. Soc. , vol.157 , pp. 75-81
    • Zeck, H.P.1    Maluski, H.2    Kristensen, A.B.3
  • 110
    • 84856231067 scopus 로고    scopus 로고
    • Recognition of key regions for restoration of phytoplankton communities in the Huai River basin, China
    • Zhao C., Liu C., Xia J., Zhang Y., Yu Q., Eamus D. Recognition of key regions for restoration of phytoplankton communities in the Huai River basin, China. J. Hydrol. 2012, 420-421:292-300.
    • (2012) J. Hydrol. , pp. 292-300
    • Zhao, C.1    Liu, C.2    Xia, J.3    Zhang, Y.4    Yu, Q.5    Eamus, D.6
  • 111
    • 84857686702 scopus 로고    scopus 로고
    • Forests and erosion: insights from a study of suspended-sediment dynamics in an overland flow-prone rainforest catchment
    • Zimmermann A., Francke T., Elsenbeer H. Forests and erosion: insights from a study of suspended-sediment dynamics in an overland flow-prone rainforest catchment. J. Hydrol. 2012, 428-429:170-181.
    • (2012) J. Hydrol. , pp. 170-181
    • Zimmermann, A.1    Francke, T.2    Elsenbeer, H.3
  • 112
    • 82955174900 scopus 로고    scopus 로고
    • Support vector machine: a tool for mapping mineral prospectivity
    • Zuo R., Carranza E.J.M. Support vector machine: a tool for mapping mineral prospectivity. Comput. Geosci. 2011, 37:1967-1975.
    • (2011) Comput. Geosci. , vol.37 , pp. 1967-1975
    • Zuo, R.1    Carranza, E.J.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.