메뉴 건너뛰기




Volumn 151, Issue 3-4, 2009, Pages 338-350

Spatial prediction of soil properties in temperate mountain regions using support vector regression

Author keywords

Digital soil mapping; Model comparison; Mountain regions; Support vector regression

Indexed keywords

COMPLEX FUNCTIONS; DATA SETS; DIGITAL SOIL MAPPING; ENVIRONMENTAL VARIABLES; FEATURE SPACE; MODEL COMPARISON; MODEL COMPLEXITY; MOUNTAIN REGIONS; NON-LINEARITY; NON-PARAMETRIC MODEL; NONLINEAR APPROXIMATION; OVERFITTING; SOIL MAPPING; SOIL PROPERTY; SPATIAL PREDICTION; STUDY SITES; SUPPORT VECTOR REGRESSION; SUPPORT VECTOR REGRESSIONS;

EID: 67349286180     PISSN: 00167061     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geoderma.2009.04.022     Document Type: Article
Times cited : (80)

References (48)
  • 1
    • 38049134762 scopus 로고    scopus 로고
    • Tuning L1-SVM hyperparameters with modified radius margin bounds and simulated annealing
    • Sandoval F., Prieto A., Cabestany J., and Graña M. (Eds), Springer
    • Acevedo J., Maldonado-Bascón S., Siegmann P., Lafuente-Arroyo S., and Gil P. Tuning L1-SVM hyperparameters with modified radius margin bounds and simulated annealing. In: Sandoval F., Prieto A., Cabestany J., and Graña M. (Eds). IWANN. Vol. 4507 of Lecture Notes in Computer Science (2007), Springer 284-291
    • (2007) IWANN. Vol. 4507 of Lecture Notes in Computer Science , pp. 284-291
    • Acevedo, J.1    Maldonado-Bascón, S.2    Siegmann, P.3    Lafuente-Arroyo, S.4    Gil, P.5
  • 2
    • 0000874557 scopus 로고
    • Theoretical foundations of the potential function method in pattern recognition learning
    • Aizerman M.A., Braverman E.M., and Rozonoér L.I. Theoretical foundations of the potential function method in pattern recognition learning. Automation and Remote Control 25 (1964) 821-837
    • (1964) Automation and Remote Control , vol.25 , pp. 821-837
    • Aizerman, M.A.1    Braverman, E.M.2    Rozonoér, L.I.3
  • 3
    • 32644469113 scopus 로고    scopus 로고
    • Large sackung along major tectonic features in the Central Italian Alps
    • Ambrosi C., and Crosta G.B. Large sackung along major tectonic features in the Central Italian Alps. Engineering geology 83 (2006) 183-200
    • (2006) Engineering geology , vol.83 , pp. 183-200
    • Ambrosi, C.1    Crosta, G.B.2
  • 6
    • 0347996159 scopus 로고    scopus 로고
    • Soil hydraulic behaviour of a selected benchmark soil involved in the landslide of Sarno 1998
    • Volcanic Soils: Properties and Processes as a Function of Soil Genesis and Land Use
    • Basile A., Mele G., and Terribile F. Soil hydraulic behaviour of a selected benchmark soil involved in the landslide of Sarno 1998. Geoderma 117 3-4 (2003) 331-346 Volcanic Soils: Properties and Processes as a Function of Soil Genesis and Land Use
    • (2003) Geoderma , vol.117 , Issue.3-4 , pp. 331-346
    • Basile, A.1    Mele, G.2    Terribile, F.3
  • 9
    • 0037885880 scopus 로고    scopus 로고
    • Mountain watch: environmental change & sustainable development in mountains
    • UNEP World Conservation Monitoring Centre
    • Blyth S., Groombridge B., Lysenko I., Miles L., and Newton A. Mountain watch: environmental change & sustainable development in mountains. Tech. rep. (2002), UNEP World Conservation Monitoring Centre
    • (2002) Tech. rep.
    • Blyth, S.1    Groombridge, B.2    Lysenko, I.3    Miles, L.4    Newton, A.5
  • 11
    • 0003890671 scopus 로고    scopus 로고
    • Learning from data: concepts, theory and methods
    • John Wiley & Sons, New York
    • Cherkassky V., and Mullier F. Learning from data: concepts, theory and methods. Ch. Support Vector Regression. 2nd Edition (2007), John Wiley & Sons, New York 439-445
    • (2007) Ch. Support Vector Regression. 2nd Edition , pp. 439-445
    • Cherkassky, V.1    Mullier, F.2
  • 13
    • 34249753618 scopus 로고
    • Support vector networks
    • Cortes C., and Vapnik V. Support vector networks. Machine Learning 20 (1995) 273-297
    • (1995) Machine Learning , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 14
    • 0032071179 scopus 로고    scopus 로고
    • Modelling runoff and sediment transport in catchments using GIS
    • De Roo A.P.J. Modelling runoff and sediment transport in catchments using GIS. Hydrological Processes 12 (1997) 905-922
    • (1997) Hydrological Processes , vol.12 , pp. 905-922
    • De Roo, A.P.J.1
  • 18
    • 67349209131 scopus 로고    scopus 로고
    • Destinazione d'uso dei suoli agricoli e forestali
    • ERSAF, Tech. rep, Regione Lombardia and ERSAF
    • ERSAF, 1999. Destinazione d'uso dei suoli agricoli e forestali. Tech. rep., Regione Lombardia and ERSAF.
    • (1999)
  • 19
    • 67349139482 scopus 로고    scopus 로고
    • Resolution on 25 years application of community legislation for hill and mountain farming (2000/2222(ini))
    • European Parliament
    • EU-Parliament. Resolution on 25 years application of community legislation for hill and mountain farming (2000/2222(ini)). Tech. rep. (2001), European Parliament
    • (2001) Tech. rep.
    • EU-Parliament1
  • 20
    • 8544221141 scopus 로고    scopus 로고
    • URL http://dx.doi.org/10.1002/qsar.200410011
    • Fröhlich H., Wegner J.K., and Zell A. Towards Optimal Descriptor Subset Selection with Support Vector Machines in Classification and Regression. QSAR Comb. Sci. vol. 23 (2004) 311-318. http://dx.doi.org/10.1002/qsar.200410011 URL http://dx.doi.org/10.1002/qsar.200410011
    • (2004) QSAR Comb. Sci. , vol.23 , pp. 311-318
    • Fröhlich, H.1    Wegner, J.K.2    Zell, A.3
  • 21
    • 22544448407 scopus 로고    scopus 로고
    • Early-Holocene afforestation processes in the lower subalpine belt of the central Swiss Alps as inferred from macrofossil and pollen records
    • Gobet E., Tinner W., Bigler C., Hochuli P., and Ammann B. Early-Holocene afforestation processes in the lower subalpine belt of the central Swiss Alps as inferred from macrofossil and pollen records. The Holocene 15 (2005) 272-286
    • (2005) The Holocene , vol.15 , pp. 272-286
    • Gobet, E.1    Tinner, W.2    Bigler, C.3    Hochuli, P.4    Ammann, B.5
  • 23
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon I., Weston J., Barnhill S., and Vapnik V. Gene selection for cancer classification using support vector machines. Machine Learning 46 (2002) 389-422
    • (2002) Machine Learning , vol.46 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 24
    • 0034351837 scopus 로고    scopus 로고
    • Landslide fatalities and the evaluation of landslide risk in Italy
    • Guzzetti F. Landslide fatalities and the evaluation of landslide risk in Italy. Engineering Geology 58 2 (2000) 89-107
    • (2000) Engineering Geology , vol.58 , Issue.2 , pp. 89-107
    • Guzzetti, F.1
  • 27
    • 33646837493 scopus 로고    scopus 로고
    • Space-time Kalman filtering of soil redistribution
    • Advances in Landscape-Scale Soil Research
    • Heuvelink G., Schoorl J., Veldkamp A., and Pennock D. Space-time Kalman filtering of soil redistribution. Geoderma 133 1-2 (2006) 124-137 Advances in Landscape-Scale Soil Research
    • (2006) Geoderma , vol.133 , Issue.1-2 , pp. 124-137
    • Heuvelink, G.1    Schoorl, J.2    Veldkamp, A.3    Pennock, D.4
  • 29
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • Kirkpatrick S., Gelatt C., and Vecchi M. Optimization by simulated annealing. Sience 220 (1983) 671-680
    • (1983) Sience , vol.220 , pp. 671-680
    • Kirkpatrick, S.1    Gelatt, C.2    Vecchi, M.3
  • 30
    • 67349172884 scopus 로고    scopus 로고
    • Lark, R., 2007. Digital Soil Mapping an Introductory Perspective. Elsevier, Ch. Decomposing Digital Soil Information by Spatial Scale, pp. 301 - 326.
    • Lark, R., 2007. Digital Soil Mapping an Introductory Perspective. Elsevier, Ch. Decomposing Digital Soil Information by Spatial Scale, pp. 301 - 326.
  • 32
    • 0032895729 scopus 로고    scopus 로고
    • Spatial prediction of soil properties using environmental correlation
    • McKenzie N., and Ryan P. Spatial prediction of soil properties using environmental correlation. Geoderma 89 (1999) 67-94
    • (1999) Geoderma , vol.89 , pp. 67-94
    • McKenzie, N.1    Ryan, P.2
  • 33
    • 0242288813 scopus 로고    scopus 로고
    • The support vector machines under test
    • Meyer D., Leisch F., and Hornik K. The support vector machines under test. Neurocomputing 55 (2003) 169-186
    • (2003) Neurocomputing , vol.55 , pp. 169-186
    • Meyer, D.1    Leisch, F.2    Hornik, K.3
  • 35
    • 0027047710 scopus 로고
    • Soil pattern recognition with fuzzy c-means: application to classification and soil-landform interrelationship
    • Odeh I., McBratney A., and Chittleborough D. Soil pattern recognition with fuzzy c-means: application to classification and soil-landform interrelationship. Soil Science Society of American Journal 56 (1992) 505-516
    • (1992) Soil Science Society of American Journal , vol.56 , pp. 505-516
    • Odeh, I.1    McBratney, A.2    Chittleborough, D.3
  • 36
    • 67349150318 scopus 로고    scopus 로고
    • Encyclopedia of Soil Science
    • Taylor & Francis
    • Poulenard J., and Podwojewski P. Encyclopedia of Soil Science. Ch. Alpine Soils (2006), Taylor & Francis 75-79
    • (2006) Ch. Alpine Soils , pp. 75-79
    • Poulenard, J.1    Podwojewski, P.2
  • 40
    • 0034890533 scopus 로고    scopus 로고
    • Estimating the LS factor for RUSLE through iterative slope length processing of digital elevation data within ArcInfo Grid
    • Van Remortel R., Hamilton M., and Hickey R. Estimating the LS factor for RUSLE through iterative slope length processing of digital elevation data within ArcInfo Grid. Cartography 30 (2001) 27-35
    • (2001) Cartography , vol.30 , pp. 27-35
    • Van Remortel, R.1    Hamilton, M.2    Hickey, R.3
  • 44
    • 0010864753 scopus 로고
    • Pattern recognition using generalized portrait method
    • Vapnik V., and Lerner A. Pattern recognition using generalized portrait method. Automation and Remote Control 24 (1963)
    • (1963) Automation and Remote Control , vol.24
    • Vapnik, V.1    Lerner, A.2
  • 45
    • 0031450862 scopus 로고    scopus 로고
    • Vegetation changes and timberline fluctuations in the Central Alps as indicators of Holocene climatic oscillations
    • Wick L., and Tinner W. Vegetation changes and timberline fluctuations in the Central Alps as indicators of Holocene climatic oscillations. Arctic and Alpine Research 29 (1997) 445-458
    • (1997) Arctic and Alpine Research , vol.29 , pp. 445-458
    • Wick, L.1    Tinner, W.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.