Using data mining to model and interpret soil diffuse reflectance spectra
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Akaike, 1973, Information theory and an extension of maximum likelihood principle, 267
Behrens, 2006, A comparison of data mining approaches in predictive soil mapping, 658
Bishop, 1994, Reflectance and emission spectroscopy study of four groups of phyllosilicates: smectites, kaolinite–serpentines, chlorites and micas, Clay Minerals, 43, 35, 10.1180/claymin.2008.043.1.03
Bosch, 2007, Image classification using random forests and ferns, 1
Boser, 1992, A training algorithm for optimal margin classifiers, 144
Breiman, 1984
Brown, 2006, Global soil characterization with VNIR diffuse reflectance spectroscopy, Geoderma, 132, 273, 10.1016/j.geoderma.2005.04.025
Burr, T.L., 1994. Predicting Linear and Nonlinear Time Series with Applications in Nuclear Safeguards and Nonproliferation. Los Alamos National Laboratory, Technical report LA-12766-MS / UC-700. URL: http://www.osti.gov/bridge/servlets/purl/10145200-uTyt76/native/10145200.PDF.
Chang, 2001, Near-infrared reflectance spectroscopy–principal components regression analysis of soil properties, Soil Science Society of America Journal, 65, 480, 10.2136/sssaj2001.652480x
Chong, 2005, Performance of some variable selection methods when multicollinearity is present, Chemometrics and Intelligent Laboratory Systems, 78, 103, 10.1016/j.chemolab.2004.12.011
Clark, 1999, Spectroscopy of rocks and minerals, and principles of spectroscopy, 3
Clark, 1984, Reflectance spectroscopy: quantitative analysis techniques for remote sensing applications, Journal of Geophysical Research, 89, 6329, 10.1029/JB089iB07p06329
Clark, 1990, High spectral resolution reflectance spectroscopy of minerals, Journal of Geophysical Research, 95, 12653, 10.1029/JB095iB08p12653
Dalal, 1986, Simultaneous determination of moisture, organic carbon and total nitrogen by near infrared reflectance spectrophotometry, Soil Science Society of America Journal, 50, 120, 10.2136/sssaj1986.03615995005000010023x
Daniel, 2003, Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of Lop Buri (Thailand), Australian Journal of Soil Research, 41, 47, 10.1071/SR02027
Daubechies, 1988, Orthonormal bases of compactly supported wavelets, Communications in Pure and Applied Mathematics, 41, 909, 10.1002/cpa.3160410705
Díaz-Uriarte, 2006, Gene selection and classification of microarray data using random forest, BMC Bioinformatics, 7, 3, 10.1186/1471-2105-7-3
1998
Friedman, 1991, Multivariate adaptive regression splines (with discussion), Annals of Statistics, 19, 1, 10.1214/aos/1176347963
Friedman, 2001, Greedy function approximation: a gradient boosting machine, The Annals of Statistics, 29, 1189, 10.1214/aos/1013203451
Friedman, 2002, Stochastic gradient boosting, 367
Gallant, 1993
Gee, 1986, Particle-size analysis, methods of soil analysis, part 1, 383
Grimm, 2008, Soil organic carbon concentrations and stocks on Barro Colorado Island — digital soil mapping using Random Forests analysis, Geoderma, 146, 102, 10.1016/j.geoderma.2008.05.008
Ho, 1998, The random subspace method for constructing decision forests, IEEE Transactions on Pattern Analysis and Machine Intelligence, 20, 832, 10.1109/34.709601
Hunt, 1970, Visible and near-infrared spectra of minerals and rocks. I. Silicate minerals, Modern Geology, 1, 283
Isbell, 2002
Karatzoglou, A., Smola, A., Hornik, K., 2008. kernlab: Kernel-based Machine Learning Lab. (At: http://cran.r-project.org/web/packages/kernlab/index.html. Accessed: 24/03/2009).
Lawson, 1974
Liu, 1998
Maclin, R. and Opitz, D. 1997. An empirical evaluation of bagging and boosting. In Proceedings of the Fourteenth National Conference on Artificial Intelligence, pp. 546–551 Cambridge, MA. AAAI Press/MIT Press.
Madejova, 2005, Baseline studies of the clay minerals society source clays: infrared methods, Clays and Clay Minerals, 49, 410, 10.1346/CCMN.2001.0490508
Martens, 1989
McCulloch, 1943, A logical calculus of the ideas immanent in nervous activity, Biophysics, 7, 115
Nayak, 2007, Instrumental characterization of clay by XRF, XRD and FTIR, Bulletin of Material Sciences, 30, 235, 10.1007/s12034-007-0042-5
Oinuma, 1965, Infrared study of mixed-layer clay minerals, The American Mineralogist, 50, 1213
Pechenizkiy, 2003, Feature extraction for classification in knowledge discovery systems, 526
Post, 1993, The near-infrared combination band frequencies of dioctahedral smectites, micas, and illites, Clays and Clay minerals, 41, 639, 10.1346/CCMN.1993.0410601
Rayment, 1992
Ridgeway, G., 2008. gbm: Generalized Boosted Regression Models. (At: http://cran.r-project.org/web/packages/gbm/index.html. Accessed: 24/03/2009).
Rumelhart, 1986, Learning internal representations by error propagation, 318
Sarle, 1995, Stopped training and other remedies for overfitting
Shepherd, 2002, Development of reflectance spectral libraries for characterization of soil properties, Soil Science Society of America Journal, 66, 988, 10.2136/sssaj2002.0988
Sherman, 1985, Electronic spectra of Fe3+ oxides and oxyhydroxides in the near infrared to ultraviolet, American Mineralogist, 70, 1262
Srasra, 1994, Infrared spectroscopy study of tetrahedral and octahedral substitutions in an interstratified illite–smectite clay, Clays and Clay Minerals, 42, 237, 10.1346/CCMN.1994.0420301
Steinhaus, 1956, “Sur la division des corp materiels en parties” (in French), Bull. Acad. Polon. Sci.query, 4, 801
Stevens, 2008, Laboratory, field and airborne spectroscopy for monitoring organic carbon content in agricultural soils, Geoderma, 144, 395, 10.1016/j.geoderma.2007.12.009
van der Marel, 1975
Vapnik, 1995
Viscarra Rossel, 2007, Robust modelling of soil diffuse reflectance spectra by bagging-partial least squares regression, Journal of Near Infrared Spectroscopy, 15, 39, 10.1255/jnirs.694
Viscarra Rossel, 2009, Improved analysis and modelling of soil diffuse reflectance spectra using wavelets, European Journal of Soil Science, 60, 453, 10.1111/j.1365-2389.2009.01121.x
Viscarra Rossel, 2006, Visible, near-infrared, mid-infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties, Geoderma, 131, 59, 10.1016/j.geoderma.2005.03.007
Viscarra Rossel, 2009, In situ measurements of soil colour, mineral composition and clay content by vis-NIR spectroscopy, Geoderma, 150, 253, 10.1016/j.geoderma.2009.01.025
White, 1971, Infrared characterisation of water and hydroxyl ion in the basic magnesium carbonate minerals, The American Mineralogist, 56, 46
Wold, 1983, The multivariate calibration method in chemistry solved by the PLS method, 286, 10.1007/BFb0062108