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Volumn 6, Issue 9, 2014, Pages 8494-8523

Plant species discrimination in a tropical wetland using in situ hyperspectral data

Author keywords

Derivative spectra; Feature selection; Generalized linear model fitted with elastic net penalties; Spectral vegetation indices; Tropical wetland

Indexed keywords

DERIVATIVE SPECTRA; ELASTIC NET; HYPERSPECTRAL DATA; PLANT SPECIES; SPECTRAL VEGETATION INDICES; TROPICAL WETLAND;

EID: 84907459255     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs6098494     Document Type: Article
Times cited : (68)

References (84)
  • 1
    • 0037466369 scopus 로고    scopus 로고
    • Spectral discrimination of vegetation types in a coastal wetland
    • Schmidt, K.S.; Skidmore, A.K. Spectral discrimination of vegetation types in a coastal wetland. Remote Sens. Environ. 2003, 85, 92-108, DOI: 10.1080/01431160152609245.
    • (2003) Remote Sens. Environ. , vol.85 , pp. 92-108
    • Schmidt, K.S.1    Skidmore, A.K.2
  • 2
    • 70449380720 scopus 로고    scopus 로고
    • Broadleaf species recognition with in situ hyperspectral data
    • Pu, R. Broadleaf species recognition with in situ hyperspectral data. Int. J. Remote Sens. 2009, 30, 2759-2779, DOI:10.1080/01431160802555820.
    • (2009) Int. J. Remote Sens. , vol.30 , pp. 2759-2779
    • Pu, R.1
  • 3
    • 79957513863 scopus 로고    scopus 로고
    • An efficient maximum entropy approach for categorical variable prediction
    • Allard, D.; D'Or, D.; Froidevaux, R. An efficient maximum entropy approach for categorical variable prediction. Eur. J. Soil Sci. 2011, 62, 381-393, DOI: 10.1111/j.1365-2389.2011.01362.x.
    • (2011) Eur. J. Soil Sci. , vol.62 , pp. 381-393
    • Allard, D.1    D'Or, D.2    Froidevaux, R.3
  • 4
    • 0028836811 scopus 로고
    • Semi-imperical indices to assess carotenoids/chlorophyll, a ratiofrom leaf spectral reflectance
    • Peñuelas, J.; Baret, F.; Filella, I. Semi-imperical indices to assess carotenoids/chlorophyll, a ratiofrom leaf spectral reflectance. Photosynthetica 1995, 31, 221-230.
    • (1995) Photosynthetica , vol.31 , pp. 221-230
    • Peñuelas, J.1    Baret, F.2    Filella, I.3
  • 5
    • 75349085529 scopus 로고    scopus 로고
    • Estimation of sugarcane leaf nitrogen concentration using in situ spectroscopy
    • Abdel-Rahman, E.M.; Ahmed, F.B.; Van den Berg, M. Estimation of sugarcane leaf nitrogen concentration using in situ spectroscopy. Int. J. Appl. Earth Obs. Geoinf. 2010, 12, S52-S57, DOI: 10.1016/j.jag.2009.11.003.
    • (2010) Int. J. Appl. Earth Obs. Geoinf. , vol.12 , pp. S52-S57
    • Abdel-Rahman, E.M.1    Ahmed, F.B.2    van den Berg, M.3
  • 6
    • 0037322015 scopus 로고    scopus 로고
    • Discriminating tropical grass (Cenchrus ciliaris) canopies grown under different nitrogen treatments using spectroradiometry
    • Mutanga, O.; Skidmore, A.K.; van Wieren, S. Discriminating tropical grass (Cenchrus ciliaris) canopies grown under different nitrogen treatments using spectroradiometry. ISPRS J. Photogramm. Remote Sens. 2003, 57, 263-272, DOI: 10.1016/S0924-2716(02)00158-2.
    • (2003) ISPRS J. Photogramm. Remote Sens. , vol.57 , pp. 263-272
    • Mutanga, O.1    Skidmore, A.K.2    van Wieren, S.3
  • 7
    • 25144455365 scopus 로고    scopus 로고
    • Tropical mangrove species discrimination using hyperspectral data: A laboratory study
    • Vaiphasa, C.; Ongsomwang, S.; Vaiphasa, T.; Skidmore, A.K. Tropical mangrove species discrimination using hyperspectral data: A laboratory study. Estuarine, Coastal and Shelf Science 2005, 65, 371-379, DOI: 10.1016/j.ecss.2005.06.014.
    • (2005) Estuarine, Coastal and Shelf Science , vol.65 , pp. 371-379
    • Vaiphasa, C.1    Ongsomwang, S.2    Vaiphasa, T.3    Skidmore, A.K.4
  • 8
    • 33845745242 scopus 로고    scopus 로고
    • Spectral discrimination of marsh vegetation types in the New Jersey meadowlands, USA
    • Artigas, F.J.; Yang, J. Spectral discrimination of marsh vegetation types in the New Jersey meadowlands, USA. Wetlands 2006, DOI: 10.1672/0277-5212(2006)26[271:SDOMVT]2.0.CO;2.
    • (2006) Wetlands
    • Artigas, F.J.1    Yang, J.2
  • 9
    • 21444447781 scopus 로고    scopus 로고
    • Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales
    • Clark, M.L.; Roberts, D.A.; Clark, D.B. Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales. Remote Sens. Environ. 2005, 96, 375-398, DOI: 10.1016/j.rse.2005.03.009.
    • (2005) Remote Sens. Environ. , vol.96 , pp. 375-398
    • Clark, M.L.1    Roberts, D.A.2    Clark, D.B.3
  • 10
    • 70350618328 scopus 로고    scopus 로고
    • Spectral discrimination of papyrus vegetation Cyperus Papyrus in swamp wetlands using field spectrometry
    • Adam, E.; Mutanga, O. Spectral discrimination of papyrus vegetation Cyperus Papyrus in swamp wetlands using field spectrometry. ISPRS J. Photogramm. Remote Sens. 2009, 64, 612-620, DOI: 10.1016/j.isprsjprs.2009.04.004.
    • (2009) ISPRS J. Photogramm. Remote Sens. , vol.64 , pp. 612-620
    • Adam, E.1    Mutanga, O.2
  • 13
    • 77951295936 scopus 로고    scopus 로고
    • Feature selection for classification of hyperspectral data by SVM
    • Pal, M.; Foody, G.M. Feature selection for classification of hyperspectral data by SVM. IEEE Trans. Geosci. Remote Sens. 2010, 48, 2297-2307, DOI: 10.1109/TGRS.2009.2039484.
    • (2010) IEEE Trans. Geosci. Remote Sens. , vol.48 , pp. 2297-2307
    • Pal, M.1    Foody, G.M.2
  • 14
    • 0035923254 scopus 로고    scopus 로고
    • Exploring spectral discrimination of grass species in African rangelands
    • Schmidt, K.; Skidmore, A. Exploring spectral discrimination of grass species in African rangelands. Int. J. Remote Sens. 2001, 22, 3421-3434, DOI:10.1080/01431160152609245.
    • (2001) Int. J. Remote Sens. , vol.22 , pp. 3421-3434
    • Schmidt, K.1    Skidmore, A.2
  • 15
    • 1242322063 scopus 로고    scopus 로고
    • Hyperion, IKONOS, ALI, and ETM plus sensors in the study of African rainforests
    • Thenkabail, P.S.; Enclona, E.A.; Ashton, M.S.; Legg, C.; De Dieu, M.J. Hyperion, IKONOS, ALI, and ETM plus sensors in the study of African rainforests. Remote Sens. Environ. 2004, 90, 23-43, DOI: 10.1016/j.rse.2003.11.018.
    • (2004) Remote Sens. Environ. , vol.90 , pp. 23-43
    • Thenkabail, P.S.1    Enclona, E.A.2    Ashton, M.S.3    Legg, C.4    De Dieu, M.J.5
  • 16
    • 84863052727 scopus 로고    scopus 로고
    • Reduction of hyperspectral dimensions and construction of discriminating models for identifying wetland plant species
    • Liu, X.; Sun, Y.; Wu, Y. Reduction of hyperspectral dimensions and construction of discriminating models for identifying wetland plant species. Spectroscopy and Spectral Analysis 2012, 32, 459-464, DOI: 10.3964/j.issn.1000-0593(2012)02-0459-06.
    • (2012) Spectroscopy and Spectral Analysis , vol.32 , pp. 459-464
    • Liu, X.1    Sun, Y.2    Wu, Y.3
  • 17
    • 0002758775 scopus 로고
    • Optical parameters of leaves of 30 plant species
    • Gausman, H.; Allen, W. Optical parameters of leaves of 30 plant species. Plant Physiol. 1973, 52, 57-62.
    • (1973) Plant Physiol. , vol.52 , pp. 57-62
    • Gausman, H.1    Allen, W.2
  • 18
    • 0034306947 scopus 로고    scopus 로고
    • Impact of tissue, canopy, and landscape factors on the hyperspectral reflectance variability of arid ecosystems
    • Asner, G.P.; Wessman, C.A.; Bateson, C.; Privette, J.L. Impact of tissue, canopy, and landscape factors on the hyperspectral reflectance variability of arid ecosystems. Remote Sens. Environ. 2000, 74, 69-84, DOI: 10.1016/S0034-4257(00)00124-3.
    • (2000) Remote Sens. Environ. , vol.74 , pp. 69-84
    • Asner, G.P.1    Wessman, C.A.2    Bateson, C.3    Privette, J.L.4
  • 20
    • 0032084065 scopus 로고    scopus 로고
    • Biophysical and biochemical sources of variability in canopy reflectance
    • Asner, G.P. Biophysical and biochemical sources of variability in canopy reflectance. Remote Sens. Environ. 1998, 64, 234-253, DOI: 10.1016/S0034-4257(98)00014-5.
    • (1998) Remote Sens. Environ. , vol.64 , pp. 234-253
    • Asner, G.P.1
  • 21
    • 0028982383 scopus 로고
    • Normalization of sun/view angle effects using spectral albedo-based vegetation indices
    • Qi, J.; Moran, M.; Cabot, F.; Dedieu, G. Normalization of sun/view angle effects using spectral albedo-based vegetation indices. Remote Sens. Environ. 1995, DOI: 10.1016/0034-4257(95)00034-X.
    • (1995) Remote Sens. Environ.
    • Qi, J.1    Moran, M.2    Cabot, F.3    Dedieu, G.4
  • 22
    • 84864969220 scopus 로고    scopus 로고
    • Species-level differences in hyperspectral metrics among tropical rainforest trees as determined by a tree-based classifier
    • Clark, M.L.; Roberts, D.A. Species-level differences in hyperspectral metrics among tropical rainforest trees as determined by a tree-based classifier. Remote Sens. 2012, 4, 1820-1855, DOI: 10.3390/rs4061820.
    • (2012) Remote Sens. , vol.4 , pp. 1820-1855
    • Clark, M.L.1    Roberts, D.A.2
  • 23
    • 0035882583 scopus 로고    scopus 로고
    • Using remote sensing to assess biodiversity
    • Nagendra, H. Using remote sensing to assess biodiversity. Int. J. Remote Sens. 2001, 22, 2377-2400, DOI: 10.1080/01431160117096.
    • (2001) Int. J. Remote Sens. , vol.22 , pp. 2377-2400
    • Nagendra, H.1
  • 25
    • 84907473260 scopus 로고    scopus 로고
    • The secretariat of the convention on wetlands (Ramsar, Iran, 1971), (accessed on 4 August 2014)
    • RAMSAR. The list of wetlands of international importance. The secretariat of the convention on wetlands (Ramsar, Iran, 1971), 2012. Available online: http://www.ramsar.org/pdf/sitelist.pdf (accessed on 4 August 2014).
    • (2012) The list of wetlands of international importance
  • 26
    • 84907473258 scopus 로고    scopus 로고
    • General Report; The Statistical Institute of Jamaica: Jamaica
    • The Statistical Institute of Jamaica. Population and Housing Census 2011 Jamaica; General Report; The Statistical Institute of Jamaica: Jamaica, 2012, Volume 1.
    • (2012) Population and Housing Census 2011 Jamaica , vol.1
  • 28
    • 0033333841 scopus 로고    scopus 로고
    • Penalized discriminant analysis of in situ hyperspectral data for conifer species recognition
    • Yu, B.; Ostland, M.; Gong, P.; Pu, R. Penalized discriminant analysis of in situ hyperspectral data for conifer species recognition. IEEE Trans. Geosci. Remote Sens. 1999, 37, 2569-2577, DOI: 10.1109/36.789651.
    • (1999) IEEE Trans. Geosci. Remote Sens. , vol.37 , pp. 2569-2577
    • Yu, B.1    Ostland, M.2    Gong, P.3    Pu, R.4
  • 29
  • 30
    • 10844238144 scopus 로고    scopus 로고
    • Monitoring community hysteresis using spectral shift analysis and the red-edge vegetation stress index
    • Pasadena, CA, USA, 12-16 January
    • Merton, R. Monitoring community hysteresis using spectral shift analysis and the red-edge vegetation stress index. In Proceedings of the Seventh Annual JPL Airborne Earth Science Workshop, Pasadena, CA, USA, 12-16 January 1998; pp. 12-16.
    • (1998) Proceedings of the Seventh Annual JPL Airborne Earth Science Workshop , pp. 12-16
    • Merton, R.1
  • 32
    • 0031205878 scopus 로고    scopus 로고
    • Remote estimation of chlorophyll content in higher plant leaves
    • Gitelson, A.A.; Merzlyak, M.N. Remote estimation of chlorophyll content in higher plant leaves. Int. J. Remote Sens. 1997, 18, 2691-2697, DOI: 10.1080/014311697217558.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 2691-2697
    • Gitelson, A.A.1    Merzlyak, M.N.2
  • 33
    • 0029790715 scopus 로고    scopus 로고
    • Detection of vegetation stress via a new high resolution fluorescence imaging system
    • Lichtenthaler, H.K.; Lang, M.; Sowinska, M.; Heisel, F.; Miehe, J.A. Detection of vegetation stress via a new high resolution fluorescence imaging system. J. Plant Physiol. 1996, 148, 599-612, DOI: 10.1016/S0176-1617(96)80081-2.
    • (1996) J. Plant Physiol. , vol.148 , pp. 599-612
    • Lichtenthaler, H.K.1    Lang, M.2    Sowinska, M.3    Heisel, F.4    Miehe, J.A.5
  • 34
    • 0026499250 scopus 로고
    • A reappraisal of the use of DMSO for the extraction and determination of Chlorophylls-a and Chlorophylls-b in lichens and higher-plants
    • Barnes, J.D.; Balaguer, L.; Manrique, E.; Elvira, S.; Davison, A.W. A reappraisal of the use of DMSO for the extraction and determination of Chlorophylls-a and Chlorophylls-b in lichens and higher-plants. Environ. Exp. Bot. 1992, 32, 85-100, DOI: 10.1016/0098-8472(92)90034-Y.
    • (1992) Environ. Exp. Bot. , vol.32 , pp. 85-100
    • Barnes, J.D.1    Balaguer, L.2    Manrique, E.3    Elvira, S.4    Davison, A.W.5
  • 35
    • 0028431034 scopus 로고
    • Reflectance indexes associated with physiological-changes in nitrogen-limited and water-limited sunflower leaves
    • Peñuelas, J.; Gamon, J.A.; Fredeen, A.L.; Merino, J.; Field, C.B. Reflectance indexes associated with physiological-changes in nitrogen-limited and water-limited sunflower leaves. Remote Sens. Environ. 1994, 48, 135-146, DOI: 10.1016/0034-4257(94)90136-8.
    • (1994) Remote Sens. Environ. , vol.48 , pp. 135-146
    • Peñuelas, J.1    Gamon, J.A.2    Fredeen, A.L.3    Merino, J.4    Field, C.B.5
  • 36
    • 0032055821 scopus 로고    scopus 로고
    • Visible and near-infrared reflectance techniques for diagnosing plant physiological status
    • Peñuelas, J.; Filella, I. Visible and near-infrared reflectance techniques for diagnosing plant physiological status. Trends Plant Sci. 1998, 3, 151-156, DOI: 10.1016/S1360-1385(98)01213-8.
    • (1998) Trends Plant Sci. , vol.3 , pp. 151-156
    • Peñuelas, J.1    Filella, I.2
  • 37
    • 0037052887 scopus 로고    scopus 로고
    • Analysis of in situ hyperspectral data for nutrient estimation of giant Sequoia
    • Gong, P.; Pu, R.; Heald, R.C. Analysis of in situ hyperspectral data for nutrient estimation of giant Sequoia. Int. J. Remote Sens. 2002, 23, 1827-1850, DOI: 10.1080/01431160110075622.
    • (2002) Int. J. Remote Sens. , vol.23 , pp. 1827-1850
    • Gong, P.1    Pu, R.2    Heald, R.C.3
  • 38
    • 0030231725 scopus 로고    scopus 로고
    • Evaluation of vegetation indices and a modified simple ratio for boreal applications
    • Chen, J.M. Evaluation of vegetation indices and a modified simple ratio for boreal applications. Can. J. Remote Sens. 1996, 22, 229-242.
    • (1996) Can. J. Remote Sens. , vol.22 , pp. 229-242
    • Chen, J.M.1
  • 39
    • 0000033620 scopus 로고
    • Leaf reflectance vs. Leaf chlorophyll and carotenoid concentrations for eight crops
    • Thomas, J.; Gausman, H. Leaf reflectance vs. Leaf chlorophyll and carotenoid concentrations for eight crops. Agron. J. 1977, 69, 799-802, DOI: 10.2134/agronj1977.00021962006900050017x.
    • (1977) Agron. J. , vol.69 , pp. 799-802
    • Thomas, J.1    Gausman, H.2
  • 40
    • 0031225091 scopus 로고    scopus 로고
    • Estimation of plant water concentration by the reflectance water index WI (r900/r970)
    • Peñuelas, J.; Pinol, J.; Ogaya, R.; Filella, I. Estimation of plant water concentration by the reflectance water index WI (r900/r970). Int. J. Remote Sens. 1997, 18, 2869-2875, DOI: 10.1080/014311697217396.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 2869-2875
    • Peñuelas, J.1    Pinol, J.2    Ogaya, R.3    Filella, I.4
  • 41
    • 10844264572 scopus 로고    scopus 로고
    • Cellulose absorption index (CAI) to quantify mixed soil-plant litter scenes
    • Nagler, P.L.; Inoue, Y.; Glenn, E.P.; Russ, A.L.; Daughtry, C.S.T. Cellulose absorption index (CAI) to quantify mixed soil-plant litter scenes. Remote Sens. Environ. 2003, 87, 310-325, DOI: 10.1016/j.rse.2003.06.001.
    • (2003) Remote Sens. Environ. , vol.87 , pp. 310-325
    • Nagler, P.L.1    Inoue, Y.2    Glenn, E.P.3    Russ, A.L.4    Daughtry, C.S.T.5
  • 43
    • 0030429663 scopus 로고    scopus 로고
    • NDWI-A normalized difference water index for remote sensing of vegetation liquid water from space
    • Gao, B.C. NDWI-A normalized difference water index for remote sensing of vegetation liquid water from space. Remote Sens. Environ. 1996, DOI: 10.1016/S0034-4257(96)00067-3.
    • (1996) Remote Sens. Environ.
    • Gao, B.C.1
  • 44
    • 12944276914 scopus 로고    scopus 로고
    • Discrimination of sugarcane varieties in southeastern Brazil with EO-1 Hyperion data
    • Gãlvao, L.S.; Formaggio, A.R.; Tisot, D.A. Discrimination of sugarcane varieties in southeastern Brazil with EO-1 Hyperion data. Remote Sens. Environ. 2005, DOI: 10.1016/j.rse.2004.11.012.
    • (2005) Remote Sens. Environ.
    • Gãlvao, L.S.1    Formaggio, A.R.2    Tisot, D.A.3
  • 45
    • 0038181115 scopus 로고    scopus 로고
    • Spectral absorption features as indicators of water status in coast live oak (Quercus agrifolia) leaves
    • Pu, R.; Ge, S.; Kelly, N.M.; Gong, P. Spectral absorption features as indicators of water status in coast live oak (Quercus agrifolia) leaves. Int. J. Remote Sens. 2003, 24, 1799-1810, DOI: 10.1080/01431160210155965.
    • (2003) Int. J. Remote Sens. , vol.24 , pp. 1799-1810
    • Pu, R.1    Ge, S.2    Kelly, N.M.3    Gong, P.4
  • 46
    • 0033406206 scopus 로고    scopus 로고
    • Visible/near infrared reflectance and chlorophyll content in Eucalyptus leaves
    • Datt, B. Visible/near infrared reflectance and chlorophyll content in Eucalyptus leaves. Int. J. Remote Sens. 1999, 20, 2741-2759, DOI: 10.1080/014311699211778.
    • (1999) Int. J. Remote Sens. , vol.20 , pp. 2741-2759
    • Datt, B.1
  • 47
    • 0036330345 scopus 로고    scopus 로고
    • Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages
    • Sims, D.A.; Gamon, J.A. Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages. Remote Sens. Environ. 2002, 81, 337-354, DOI: 10.1016/S0034-4257(02)00010-X.
    • (2002) Remote Sens. Environ. , vol.81 , pp. 337-354
    • Sims, D.A.1    Gamon, J.A.2
  • 48
    • 0037379823 scopus 로고    scopus 로고
    • Estimation of vegetation water content and photosynthetic tissue area from spectral reflectance: A comparison of indices based on liquid water and chlorophyll absorption features
    • Sims, D.A.; Gamon, J.A. Estimation of vegetation water content and photosynthetic tissue area from spectral reflectance: A comparison of indices based on liquid water and chlorophyll absorption features. Remote Sens. Environ. 2003, 84, DOI: 10.1016/S0034-4257(02)00151-7.
    • (2003) Remote Sens. Environ. , vol.84
    • Sims, D.A.1    Gamon, J.A.2
  • 49
    • 6344233602 scopus 로고    scopus 로고
    • Spectral feature analysis for assessment of water status and health level in coast live oak (Quercus agrifolia) leaves
    • Pu, R.; Foschi, L.; Gong, P. Spectral feature analysis for assessment of water status and health level in coast live oak (Quercus agrifolia) leaves. Int. J. Remote Sens. 2004, 25, 4267-4286, DOI: 10.1080/01431160210155965.
    • (2004) Int. J. Remote Sens. , vol.25 , pp. 4267-4286
    • Pu, R.1    Foschi, L.2    Gong, P.3
  • 52
    • 0345040873 scopus 로고    scopus 로고
    • Classication and regression by RandomForest
    • Liaw, A.; Wiener, M. Classication and regression by RandomForest. R news 2002, 2, 18-22.
    • (2002) R news , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 55
    • 77549088874 scopus 로고    scopus 로고
    • Remote sensing imagery in vegetation mapping: A review
    • Xie, Y.; Sha, Z.; Yu, M. Remote sensing imagery in vegetation mapping: A review. J. Plant Ecol. 2008, 1, 9-23, DOI: 10.1093/jpe/rtm005.
    • (2008) J. Plant Ecol. , vol.1 , pp. 9-23
    • Xie, Y.1    Sha, Z.2    Yu, M.3
  • 57
    • 67650264362 scopus 로고    scopus 로고
    • Distinguishing mangrove species with laboratory measurements of hyperspectral leaf reflectance
    • Wang, L.; Sousa, W.P. Distinguishing mangrove species with laboratory measurements of hyperspectral leaf reflectance. Int. J. Remote Sens. 2009, DOI: 10.1080/01431160802474014.
    • (2009) Int. J. Remote Sens.
    • Wang, L.1    Sousa, W.P.2
  • 58
    • 0033934292 scopus 로고    scopus 로고
    • A comparison of canonical discriminant analysis and principal component analysis for spectral transformation
    • Guang, Z.; Maclean, A.L. A comparison of canonical discriminant analysis and principal component analysis for spectral transformation. Photogramm. Eng. Remote Sens. 2000, 66, 841-847.
    • (2000) Photogramm. Eng. Remote Sens. , vol.66 , pp. 841-847
    • Guang, Z.1    Maclean, A.L.2
  • 59
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Machine Learn. 2001, 45, 5-32, DOI: 10.1023/A:1010933404324.
    • (2001) Machine Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 60
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests
    • Strobl, C.; Malley, J.; Tutz, G. An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psychol. Methods 2009, 14, 323, DOI: 10.1037/a0016973.
    • (2009) Psychol. Methods , vol.14 , pp. 323
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 61
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection
    • Kohavi, R.; John, G.H. Wrappers for feature subset selection. Artif. Intell. 1997, 97, 273-324, DOI: 10.1016/S0004-3702(97)00043-X.
    • (1997) Artif. Intell. , vol.97 , pp. 273-324
    • Kohavi, R.1    John, G.H.2
  • 62
    • 84871745702 scopus 로고    scopus 로고
    • Tree species discrimination in tropical forests using airborne imaging spectroscopy
    • Féret, J.-B.; Asner, G.P. Tree species discrimination in tropical forests using airborne imaging spectroscopy. IEEE Trans. Geosci. Remote Sens. 2012, 51, DOI: 10.1109/TGRS.2012.2199323.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.51
    • Féret, J.-B.1    Asner, G.P.2
  • 63
    • 37549009133 scopus 로고    scopus 로고
    • The application of artificial neural networks to the analysis of remotely sensed data
    • Mas, J.; Flores, J. The application of artificial neural networks to the analysis of remotely sensed data. Int. J. Remote Sens. 2008, 29, 617-663, DOI: 10.1080/01431160701352154.
    • (2008) Int. J. Remote Sens. , vol.29 , pp. 617-663
    • Mas, J.1    Flores, J.2
  • 64
    • 84857383259 scopus 로고    scopus 로고
    • Neural networks in R using the Stuttgart neural network simulator: RSNNS
    • Bergmeir, C.; Benitez, J. Neural networks in R using the Stuttgart neural network simulator: RSNNS. J. Statist. Softw. 2012, 46, 1-26.
    • (2012) J. Statist. Softw. , vol.46 , pp. 1-26
    • Bergmeir, C.1    Benitez, J.2
  • 67
    • 16244401458 scopus 로고    scopus 로고
    • Regularization and variable selection via the elastic net
    • Zou, H.; Hastie, T. Regularization and variable selection via the elastic net. J. R. Statist. Soc B (Statistical Methodology) 2005, 67, 301-320, DOI: 10.1111/j.1467-9868.2005.00503.x.
    • (2005) J. R. Statist. Soc B (Statistical Methodology) , vol.67 , pp. 301-320
    • Zou, H.1    Hastie, T.2
  • 68
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Friedman, J.; Hastie, T.; Tibshirani, R. Regularization paths for generalized linear models via coordinate descent. J. Statist. Softw. 2010, 33, 1-22.
    • (2010) J. Statist. Softw. , vol.33 , pp. 1-22
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 69
    • 79955040218 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • Tibshirani, R. Regression shrinkage and selection via the lasso. J. R. Statist. Soc. B (Methodological) 1996, 58, 267-288, DOI: 10.1111/j.1467-9868.2011.00771.x.
    • (1996) J. R. Statist. Soc. B (Methodological) , vol.58 , pp. 267-288
    • Tibshirani, R.1
  • 70
    • 4243114955 scopus 로고    scopus 로고
    • Hyperspectral image data mining for band selection in agricultural applications
    • Bajwa, S.; Bajcsy, P.; Groves, P.; Tian, L. Hyperspectral image data mining for band selection in agricultural applications. Trams. ASAE 2004, 47, 895-908.
    • (2004) Trams. ASAE , vol.47 , pp. 895-908
    • Bajwa, S.1    Bajcsy, P.2    Groves, P.3    Tian, L.4
  • 72
    • 34347331344 scopus 로고    scopus 로고
    • Hyperspectral discrimination of tropical dry forest lianas and trees: Comparative data reduction approaches at the leaf and canopy levels
    • Kalacska, M.; Bohman, S.; Sanchez-Azofeifa, G.A.; Castro-Esau, K.; Caelli, T. Hyperspectral discrimination of tropical dry forest lianas and trees: Comparative data reduction approaches at the leaf and canopy levels. Remote Sens. Environ. 2007, 109, DOI: 10.1016/j.rse.2007.01.012.
    • (2007) Remote Sens. Environ. , vol.109
    • Kalacska, M.1    Bohman, S.2    Sanchez-Azofeifa, G.A.3    Castro-Esau, K.4    Caelli, T.5
  • 73
    • 0027525734 scopus 로고
    • Artificial neural networks for land-cover classification and mapping
    • Civco, D.L. Artificial neural networks for land-cover classification and mapping. Int. J. Geogr. Inf. Sci. 1993, 7, 173-186, DOI: 10.1080/02693799308901949.
    • (1993) Int. J. Geogr. Inf. Sci. , vol.7 , pp. 173-186
    • Civco, D.L.1
  • 75
    • 79551545887 scopus 로고    scopus 로고
    • Canopy phylogenetic, chemical and spectral assembly in a lowland Amazonian forest
    • Asner, G.P.; Martin, R.E. Canopy phylogenetic, chemical and spectral assembly in a lowland Amazonian forest. New Phytol. 2011, 189, 999-1012, DOI: 10.1111/j.1469-8137.2010.03549.x.
    • (2011) New Phytol. , vol.189 , pp. 999-1012
    • Asner, G.P.1    Martin, R.E.2
  • 76
    • 67349196780 scopus 로고    scopus 로고
    • Building spectral libraries for wetlands land cover classification and hyperspectral remote sensing
    • Zomer, R.; Trabucco, A.; Ustin, S. Building spectral libraries for wetlands land cover classification and hyperspectral remote sensing. J. Environ. Manage. 2009, 90, 2170-2177, DOI: 10.1016/j.jenvman.2007.06.028.
    • (2009) J. Environ. Manage. , vol.90 , pp. 2170-2177
    • Zomer, R.1    Trabucco, A.2    Ustin, S.3
  • 77
    • 33646398584 scopus 로고    scopus 로고
    • Identification of the spectral characteristics of submerged plant Vallisneria spiralis
    • Lin, Y.; Liquan, Z. Identification of the spectral characteristics of submerged plant Vallisneria spiralis. Acta Ecol. Sinica 2006, 26, 1005-1010, DOI: 10.1016/S1872-2032(06)60019-X.
    • (2006) Acta Ecol. Sinica , vol.26 , pp. 1005-1010
    • Lin, Y.1    Liquan, Z.2
  • 79
    • 84879032510 scopus 로고    scopus 로고
    • Early detection of the invasive alien plant Solidago altissima in moist tall grassland using hyperspectral imagery
    • Ishii, J.; Washitani, I. Early detection of the invasive alien plant Solidago altissima in moist tall grassland using hyperspectral imagery. Int. J. Remote Sens. 2013, 34, 5926-5936, DOI: 10.1080/01431161.2013.799790.
    • (2013) Int. J. Remote Sens. , vol.34 , pp. 5926-5936
    • Ishii, J.1    Washitani, I.2
  • 80
    • 34147220903 scopus 로고    scopus 로고
    • Mapping an invasive plant, Phragmites australis, in coastal wetlands using the EO-1 Hyperion hyperspectral sensor
    • Pengra, B.W.; Johnston, C.A.; Loveland, T.R. Mapping an invasive plant, Phragmites australis, in coastal wetlands using the EO-1 Hyperion hyperspectral sensor. Remote Sens. Environ. 2007, 108, 74-81, DOI: 10.1016/j.rse.2006.11.002.
    • (2007) Remote Sens. Environ. , vol.108 , pp. 74-81
    • Pengra, B.W.1    Johnston, C.A.2    Loveland, T.R.3
  • 81
    • 6344291626 scopus 로고    scopus 로고
    • Causes and consequences of invasive plants in wetlands: Opportunities, opportunists, and outcomes
    • Zedler, J.B.; Kercher, S. Causes and consequences of invasive plants in wetlands: Opportunities, opportunists, and outcomes. Critical Rev. Plant Sci. 2004, DOI: 10.1080/07352680490514673.
    • (2004) Critical Rev. Plant Sci.
    • Zedler, J.B.1    Kercher, S.2
  • 82
    • 84878146470 scopus 로고    scopus 로고
    • Multi-temporal hyperspectral mixture analysis and feature selection for invasive species mapping in rainforests
    • Somers, B.; Asner, G.P. Multi-temporal hyperspectral mixture analysis and feature selection for invasive species mapping in rainforests. Remote Sens. Environ. 2013, 136, 14-27, DOI: 10.1016/j.rse.2013.04.006.
    • (2013) Remote Sens. Environ. , vol.136 , pp. 14-27
    • Somers, B.1    Asner, G.P.2
  • 83
    • 84870683974 scopus 로고    scopus 로고
    • Hyperspectral time series analysis of native and invasive species in Hawaiian rainforests
    • Somers, B.; Asner, G.P. Hyperspectral time series analysis of native and invasive species in Hawaiian rainforests. Remote Sens. 2012, 4, 2510-2529, DOI: 10.3390/rs4092510.
    • (2012) Remote Sens. , vol.4 , pp. 2510-2529
    • Somers, B.1    Asner, G.P.2
  • 84
    • 77952881448 scopus 로고    scopus 로고
    • Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: A review
    • Adam, E.; Mutanga, O.; Rugege, D. Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: A review. Wetlands Ecology and Management 2010, 18, 281-296, DOI 10.1007/s11273-009-9169-z.
    • (2010) Wetlands Ecology and Management , vol.18 , pp. 281-296
    • Adam, E.1    Mutanga, O.2    Rugege, D.3


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