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Volumn 113, Issue 1, 2009, Pages 239-247

Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection

Author keywords

Classification; Cross validation; Debris covered glacier; Multispectral remote sensing; Rock glacier; Terrain analysis

Indexed keywords

AGGLOMERATION; BENCHMARKING; CLASSIFIERS; CONFORMAL MAPPING; DEBRIS; DIGITAL ARITHMETIC; DISCRIMINANT ANALYSIS; FORESTRY; GEOMORPHOLOGY; IMAGE RETRIEVAL; LANDFORMS; LEARNING ALGORITHMS; LEARNING SYSTEMS; MAPPING; REMOTE SENSING; ROCKS; SPACE OPTICS; SUPPORT VECTOR MACHINES; TRACKING RADAR;

EID: 57049102289     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2008.09.005     Document Type: Article
Times cited : (123)

References (75)
  • 1
    • 0032420126 scopus 로고    scopus 로고
    • Generalised linear modelling of susceptibility to landsliding in the Central Apennines, Italy
    • Atkinson P.M., and Massari R. Generalised linear modelling of susceptibility to landsliding in the Central Apennines, Italy. Computers & Geosciences 24 4 (1998) 373-385
    • (1998) Computers & Geosciences , vol.24 , Issue.4 , pp. 373-385
    • Atkinson, P.M.1    Massari, R.2
  • 2
    • 0024873792 scopus 로고
    • Discharge and sediment-load characteristics of the Hilda rock-glacier stream, Canadian Rocky Mountains, Alberta
    • Bajewski I., and Gardner J.S. Discharge and sediment-load characteristics of the Hilda rock-glacier stream, Canadian Rocky Mountains, Alberta. Physical Geography 10 (1989) 295-306
    • (1989) Physical Geography , vol.10 , pp. 295-306
    • Bajewski, I.1    Gardner, J.S.2
  • 3
    • 0025453627 scopus 로고
    • Neural network approaches versus statistical methods in classification of multisource remote sensing data
    • Benediktsson J.A., Swain P.H., and Ersoy O.K. Neural network approaches versus statistical methods in classification of multisource remote sensing data. IEEE Transactions on Geoscience and Remote Sensing 28 4 (1990) 540-552
    • (1990) IEEE Transactions on Geoscience and Remote Sensing , vol.28 , Issue.4 , pp. 540-552
    • Benediktsson, J.A.1    Swain, P.H.2    Ersoy, O.K.3
  • 4
    • 0001677717 scopus 로고
    • Controlling the false discovery rate: A practical and powerful approach to multiple testing
    • Benjamini Y., and Hochberg Y. Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society B 57 1 (1995) 289-300
    • (1995) Journal of the Royal Statistical Society B , vol.57 , Issue.1 , pp. 289-300
    • Benjamini, Y.1    Hochberg, Y.2
  • 5
    • 0036664672 scopus 로고    scopus 로고
    • Terrain analysis and data modeling for alpine glacier mapping
    • Bishop M.P., Bonk R., Kamp U., and Shroder J.F. Terrain analysis and data modeling for alpine glacier mapping. Polar Geography 25 (2001) 182-201
    • (2001) Polar Geography , vol.25 , pp. 182-201
    • Bishop, M.P.1    Bonk, R.2    Kamp, U.3    Shroder, J.F.4
  • 6
    • 0034496764 scopus 로고    scopus 로고
    • Remote-sensing science and technology for studying glacier processes in high Asia
    • 10.3189/172756400781820147
    • Bishop M.P., Kargel J.S., Kieffer H.H., MacKinnon D.J., Raup B.H., and Shroder J.F. Remote-sensing science and technology for studying glacier processes in high Asia. Annals of Glaciology 31 (2000) 164-170 10.3189/172756400781820147
    • (2000) Annals of Glaciology , vol.31 , pp. 164-170
    • Bishop, M.P.1    Kargel, J.S.2    Kieffer, H.H.3    MacKinnon, D.J.4    Raup, B.H.5    Shroder, J.F.6
  • 7
    • 57049116218 scopus 로고    scopus 로고
    • Bolch, T., Buchroithner, M. F., Kunert, A., Kamp, U., 2008. Automated delineation of debris-covered glaciers based on ASTER data. In: M. A. Gomarasca (ed.), GeoInformation in Europe. Proceedings, 27th EARSeL Symposium, June 4-7, 2007, Bozen, Italy. Millpress, Netherlands: 403-410.
    • Bolch, T., Buchroithner, M. F., Kunert, A., Kamp, U., 2008. Automated delineation of debris-covered glaciers based on ASTER data. In: M. A. Gomarasca (ed.), GeoInformation in Europe. Proceedings, 27th EARSeL Symposium, June 4-7, 2007, Bozen, Italy. Millpress, Netherlands: 403-410.
  • 8
    • 57049101076 scopus 로고    scopus 로고
    • Glacier mapping in high mountains using DEMs, Landsat and ASTER data
    • Bolch T., and Kamp U. Glacier mapping in high mountains using DEMs, Landsat and ASTER data. Grazer Schriften der Geographie und Raumforschung 41 (2006) 37-48
    • (2006) Grazer Schriften der Geographie und Raumforschung , vol.41 , pp. 37-48
    • Bolch, T.1    Kamp, U.2
  • 10
    • 45249120822 scopus 로고    scopus 로고
    • Recent glacier variations at the Aconcagua basin, central Chilean Andes
    • Bown F., Rivera A., and Acuña C. Recent glacier variations at the Aconcagua basin, central Chilean Andes. Annals of Glaciology 48 (2008) 43-48
    • (2008) Annals of Glaciology , vol.48 , pp. 43-48
    • Bown, F.1    Rivera, A.2    Acuña, C.3
  • 11
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman L. Bagging predictors. Machine Learning 24 2 (1996) 123-140
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 12
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • 10.1023/A:1010933404324
    • Breiman L. Random forests. Machine Learning 45 1 (2001) 5-32 10.1023/A:1010933404324
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 15
    • 24944459679 scopus 로고    scopus 로고
    • Geomorphological, hydrological and climatic significance of rock glaciers in the Andes of Central Chile (33-35° S)
    • 10.1002/ppp.528
    • Brenning A. Geomorphological, hydrological and climatic significance of rock glaciers in the Andes of Central Chile (33-35° S). Permafrost and Periglacial Processes 16 3 (2005) 231-240 10.1002/ppp.528
    • (2005) Permafrost and Periglacial Processes , vol.16 , Issue.3 , pp. 231-240
    • Brenning, A.1
  • 16
    • 30844446670 scopus 로고    scopus 로고
    • Spatial prediction models for landslide hazards: Review, comparison and evaluation
    • sRef-ID: 1684-9981/nhess/2005-5-853
    • Brenning A. Spatial prediction models for landslide hazards: Review, comparison and evaluation. Natural Hazards and Earth System Sciences 5 6 (2005) 853-862 sRef-ID: 1684-9981/nhess/2005-5-853
    • (2005) Natural Hazards and Earth System Sciences , vol.5 , Issue.6 , pp. 853-862
    • Brenning, A.1
  • 17
    • 57049088199 scopus 로고    scopus 로고
    • Statistical geocomputing combining R and SAGA: The example of landslide susceptibility analysis with generalized additive models
    • SAGA - Seconds out. Böhner J., Blaschke T., and Montanarella L. (Eds)
    • Brenning A. Statistical geocomputing combining R and SAGA: The example of landslide susceptibility analysis with generalized additive models. In: Böhner J., Blaschke T., and Montanarella L. (Eds). SAGA - Seconds out. Hamburger Beiträge zur Physischen Geographie und Landschaftsökologie vol. 19 (2008) 23-32
    • (2008) Hamburger Beiträge zur Physischen Geographie und Landschaftsökologie , vol.19 , pp. 23-32
    • Brenning, A.1
  • 18
    • 34548305017 scopus 로고    scopus 로고
    • Statistical estimation and generalized additive modeling of rock glacier distribution in the San Juan Mountains, Colorado, USA
    • 10.1029/2006JF000528
    • Brenning A., Grasser M., and Friend D.A. Statistical estimation and generalized additive modeling of rock glacier distribution in the San Juan Mountains, Colorado, USA. Journal of Geophysical Research - Earth Surface 112 (2007) F02S15 10.1029/2006JF000528
    • (2007) Journal of Geophysical Research - Earth Surface , vol.112
    • Brenning, A.1    Grasser, M.2    Friend, D.A.3
  • 20
    • 33749676501 scopus 로고    scopus 로고
    • Logistic regression modeling of rock glacier and glacier distribution: Topographic and climatic controls in the semi-arid Andes
    • 10.1016/j.geomorph.2006.04.003
    • Brenning A., and Trombotto D. Logistic regression modeling of rock glacier and glacier distribution: Topographic and climatic controls in the semi-arid Andes. Geomorphology 81 1-2 (2006) 141-154 10.1016/j.geomorph.2006.04.003
    • (2006) Geomorphology , vol.81 , Issue.1-2 , pp. 141-154
    • Brenning, A.1    Trombotto, D.2
  • 21
  • 22
    • 57049158914 scopus 로고    scopus 로고
    • SAGA - Program structure and current state of implementation
    • SAGA - Analysis and modelling applications. Böhner J., McCloy K.R., and Strobl J. (Eds)
    • Conrad O. SAGA - Program structure and current state of implementation. In: Böhner J., McCloy K.R., and Strobl J. (Eds). SAGA - Analysis and modelling applications. Göttinger Geographische Abhandlungen vol. 115 (2006) 39-52
    • (2006) Göttinger Geographische Abhandlungen , vol.115 , pp. 39-52
    • Conrad, O.1
  • 23
    • 0009492997 scopus 로고
    • The hydrological significance of rock glaciers
    • Corte A.E. The hydrological significance of rock glaciers. Journal of Glaciology 17 (1976) 157-158
    • (1976) Journal of Glaciology , vol.17 , pp. 157-158
    • Corte, A.E.1
  • 27
    • 3042654673 scopus 로고    scopus 로고
    • A relative evaluation of multiclass image classification by support vector machines
    • 10.1109/TGRS.2004.827257
    • Foody G.M., and Mathur A. A relative evaluation of multiclass image classification by support vector machines. IEEE Transactions on Geosciences and Remote Sensing 42 6 (2004) 1335-1343 10.1109/TGRS.2004.827257
    • (2004) IEEE Transactions on Geosciences and Remote Sensing , vol.42 , Issue.6 , pp. 1335-1343
    • Foody, G.M.1    Mathur, A.2
  • 28
    • 3042729893 scopus 로고    scopus 로고
    • Remote sensing and land cover area estimation
    • 10.1080/01431160310001619607
    • Gallego F.J. Remote sensing and land cover area estimation. International Journal of Remote Sensing 25 15 (2004) 3019-3047 10.1080/01431160310001619607
    • (2004) International Journal of Remote Sensing , vol.25 , Issue.15 , pp. 3019-3047
    • Gallego, F.J.1
  • 30
    • 0025454902 scopus 로고
    • Combining DEM parameters with Landsat MSS and TM imagery in a GIS for mountain glacier characterization
    • Gratton D.J., Howarth P.J., and Marceau D.J. Combining DEM parameters with Landsat MSS and TM imagery in a GIS for mountain glacier characterization. IEEE Transactions on Geoscience and Remote Sensing 28 4 (1990) 766-769
    • (1990) IEEE Transactions on Geoscience and Remote Sensing , vol.28 , Issue.4 , pp. 766-769
    • Gratton, D.J.1    Howarth, P.J.2    Marceau, D.J.3
  • 31
    • 0036883607 scopus 로고    scopus 로고
    • R: A data analysis and statistical programming environment - An emerging tool for the geosciences
    • 10.1016/S0098-3004(02)00034-1
    • Grunsky E.C. R: A data analysis and statistical programming environment - An emerging tool for the geosciences. Computers & Geosciences 28 (2002) 1219-1222 10.1016/S0098-3004(02)00034-1
    • (2002) Computers & Geosciences , vol.28 , pp. 1219-1222
    • Grunsky, E.C.1
  • 33
    • 0041646513 scopus 로고
    • Characterization of snow and ice reflectance zones on glaciers using Landsat TM data
    • Hall D.K., Ormsby J.P., Bindschadler R.A., and Siddalingaiah H. Characterization of snow and ice reflectance zones on glaciers using Landsat TM data. Annals of Glaciology 9 (1987) 104-108
    • (1987) Annals of Glaciology , vol.9 , pp. 104-108
    • Hall, D.K.1    Ormsby, J.P.2    Bindschadler, R.A.3    Siddalingaiah, H.4
  • 40
    • 0037410515 scopus 로고    scopus 로고
    • Double-bagging: Combining classifiers by bootstrap aggregation
    • 10.1016/S0031-3203(02)00169-3
    • Hothorn T., and Lausen B. Double-bagging: Combining classifiers by bootstrap aggregation. Pattern Recognition 36 6 (2003) 1303-1309 10.1016/S0031-3203(02)00169-3
    • (2003) Pattern Recognition , vol.36 , Issue.6 , pp. 1303-1309
    • Hothorn, T.1    Lausen, B.2
  • 41
    • 19044398807 scopus 로고    scopus 로고
    • Bundling classifiers by bagging trees
    • 10.1016/j.csda.2004.06.019
    • Hothorn T., and Lausen B. Bundling classifiers by bagging trees. Computational Statistics & Data Analysis 49 4 (2005) 1068-1078 10.1016/j.csda.2004.06.019
    • (2005) Computational Statistics & Data Analysis , vol.49 , Issue.4 , pp. 1068-1078
    • Hothorn, T.1    Lausen, B.2
  • 45
    • 33947692101 scopus 로고    scopus 로고
    • Rock glacier mapping: A method utilizing enhanced TM data and GIS modeling techniques
    • Janke J.R. Rock glacier mapping: A method utilizing enhanced TM data and GIS modeling techniques. Geocarto International 16 3 (2001) 5-15
    • (2001) Geocarto International , vol.16 , Issue.3 , pp. 5-15
    • Janke, J.R.1
  • 46
    • 17444398154 scopus 로고    scopus 로고
    • The occurrence of alpine permafrost in the Front Range of Colorado
    • 10.1016/j.geomorph.2004.11.005
    • Janke J.R. The occurrence of alpine permafrost in the Front Range of Colorado. Geomorphology 67 3-4 (2005) 375-389 10.1016/j.geomorph.2004.11.005
    • (2005) Geomorphology , vol.67 , Issue.3-4 , pp. 375-389
    • Janke, J.R.1
  • 47
    • 24344506011 scopus 로고    scopus 로고
    • Remote sensing of glacier- and permafrost-related hazards in high mountains: An overview
    • SRef-ID: 1684-9981/nhess/2005-5-527
    • Kääb A., Huggel C., Fischer L., Guex S., Roer I., Salzmann N., et al. Remote sensing of glacier- and permafrost-related hazards in high mountains: An overview. Natural Hazards and Earth System Sciences 5 (2005) 527-554 SRef-ID: 1684-9981/nhess/2005-5-527
    • (2005) Natural Hazards and Earth System Sciences , vol.5 , pp. 527-554
    • Kääb, A.1    Huggel, C.2    Fischer, L.3    Guex, S.4    Roer, I.5    Salzmann, N.6
  • 48
    • 27144543689 scopus 로고    scopus 로고
    • Multispectral imaging contributions to global land ice measurements from space
    • 10.1016/j.rse.2005.07.004
    • Kargel J.S., Abrams M.J., Bishop M.P., Bush A., Hamilton G., Jiskoot H., et al. Multispectral imaging contributions to global land ice measurements from space. Remote Sensing of Environment 99 (2005) 187-219 10.1016/j.rse.2005.07.004
    • (2005) Remote Sensing of Environment , vol.99 , pp. 187-219
    • Kargel, J.S.1    Abrams, M.J.2    Bishop, M.P.3    Bush, A.4    Hamilton, G.5    Jiskoot, H.6
  • 52
    • 1842679065 scopus 로고    scopus 로고
    • Probability mapping of mountain permafrost using the BTS method, Wolf Creek, Yukon Territory, Canada
    • 10.1002/ppp.480
    • Lewkowicz A.G., and Ednie M. Probability mapping of mountain permafrost using the BTS method, Wolf Creek, Yukon Territory, Canada. Permafrost and Periglacial Processes 15 (2004) 67-80 10.1002/ppp.480
    • (2004) Permafrost and Periglacial Processes , vol.15 , pp. 67-80
    • Lewkowicz, A.G.1    Ednie, M.2
  • 53
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • Liaw A., and Wiener M. Classification and regression by randomForest. R News 2 3 (2002) 18-22
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 54
    • 0034274591 scopus 로고    scopus 로고
    • A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms
    • 10.1023/A:1007608224229
    • Lim T.S., Loh W.Y., and Shih Y.S. A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms. Machine Learning 40 (2000) 203-228 10.1023/A:1007608224229
    • (2000) Machine Learning , vol.40 , pp. 203-228
    • Lim, T.S.1    Loh, W.Y.2    Shih, Y.S.3
  • 55
    • 33846662159 scopus 로고    scopus 로고
    • Support vector machines with applications
    • 10.1214/088342306000000493
    • Moguerza J.M., and Muñoz A. Support vector machines with applications. Statistical Science 21 3 (2006) 322-336 10.1214/088342306000000493
    • (2006) Statistical Science , vol.21 , Issue.3 , pp. 322-336
    • Moguerza, J.M.1    Muñoz, A.2
  • 56
    • 0038016577 scopus 로고    scopus 로고
    • Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA
    • 10.1016/S0013-7952(03)00069-3
    • Ohlmacher G.C., and Davis J.C. Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA. Engineering Geology 69 (2003) 331-343 10.1016/S0013-7952(03)00069-3
    • (2003) Engineering Geology , vol.69 , pp. 331-343
    • Ohlmacher, G.C.1    Davis, J.C.2
  • 57
    • 1242321308 scopus 로고    scopus 로고
    • Combining satellite multispectral image data and a digital elevation model for mapping of debris-covered glaciers
    • 10.1016/j.rse.2003.11.007
    • Paul F., Huggel C., and Kääb A. Combining satellite multispectral image data and a digital elevation model for mapping of debris-covered glaciers. Remote Sensing of Environment 89 4 (2004) 510-518 10.1016/j.rse.2003.11.007
    • (2004) Remote Sensing of Environment , vol.89 , Issue.4 , pp. 510-518
    • Paul, F.1    Huggel, C.2    Kääb, A.3
  • 58
    • 0036333370 scopus 로고    scopus 로고
    • The new remote-sensing-derived Swiss glacier inventory: I. Methods
    • 10.3189/172756402781817941
    • Paul F., Kääb A., Maisch M., Kellenberger T., and Haeberli W. The new remote-sensing-derived Swiss glacier inventory: I. Methods. Annals of Glaciology 34 (2002) 355-361 10.3189/172756402781817941
    • (2002) Annals of Glaciology , vol.34 , pp. 355-361
    • Paul, F.1    Kääb, A.2    Maisch, M.3    Kellenberger, T.4    Haeberli, W.5
  • 62
    • 0029770536 scopus 로고    scopus 로고
    • Some geomorphological-hydrological aspects of rock glaciers in the Andes (San Juan, Argentina)
    • Schrott L. Some geomorphological-hydrological aspects of rock glaciers in the Andes (San Juan, Argentina). Zeitschrift für Geomorphologie NF Suppl.-Bd. 104 (1996) 161-173
    • (1996) Zeitschrift für Geomorphologie NF Suppl.-Bd. , vol.104 , pp. 161-173
    • Schrott, L.1
  • 63
    • 0033585458 scopus 로고    scopus 로고
    • Glacier mapping of the Illecillewaet icefield, British Columbia, Canada, using Landsat TM and digital elevation data
    • 10.1016/j.rse.2004.12.012
    • Sidjak R.W., and Wheate R.D. Glacier mapping of the Illecillewaet icefield, British Columbia, Canada, using Landsat TM and digital elevation data. International Journal of Remote Sensing 20 2 (1999) 273-284 10.1016/j.rse.2004.12.012
    • (1999) International Journal of Remote Sensing , vol.20 , Issue.2 , pp. 273-284
    • Sidjak, R.W.1    Wheate, R.D.2
  • 64
    • 15744377467 scopus 로고    scopus 로고
    • Glacier cover mapping (1987-1996) of the Cordillera Blanca (Peru) using satellite imagery
    • 10.1016/j.rse.2004.12.012
    • Silverio W., and Jaquet J.M. Glacier cover mapping (1987-1996) of the Cordillera Blanca (Peru) using satellite imagery. Remote Sensing of Environment 95 (2005) 342-350 10.1016/j.rse.2004.12.012
    • (2005) Remote Sensing of Environment , vol.95 , pp. 342-350
    • Silverio, W.1    Jaquet, J.M.2
  • 65
    • 0031484203 scopus 로고    scopus 로고
    • The use of polynomial splines and their tensor products in extended linear modeling (with discussion)
    • 10.1214/aos/1031594728
    • Stone C.J., Hansen M., Kooperberg C., and Truong Y.K. The use of polynomial splines and their tensor products in extended linear modeling (with discussion). Annals of Statistics 25 4 (1997) 1371-1470 10.1214/aos/1031594728
    • (1997) Annals of Statistics , vol.25 , Issue.4 , pp. 1371-1470
    • Stone, C.J.1    Hansen, M.2    Kooperberg, C.3    Truong, Y.K.4
  • 66
    • 0036028210 scopus 로고    scopus 로고
    • Comparing the opportunities of Landsat-TM and Aster data for monitoring a debris covered glacier in the Italian Alps within the GLIMS project
    • Taschner S., and Ranzi R. Comparing the opportunities of Landsat-TM and Aster data for monitoring a debris covered glacier in the Italian Alps within the GLIMS project. IEEE Geoscience and Remote Sensing Symposium 2 (2002) 1044-1046
    • (2002) IEEE Geoscience and Remote Sensing Symposium , vol.2 , pp. 1044-1046
    • Taschner, S.1    Ranzi, R.2
  • 67
    • 0029730766 scopus 로고    scopus 로고
    • Unbiased estimates of class proportions from thematic maps
    • Van Deusen P.C. Unbiased estimates of class proportions from thematic maps. Photogrammetric Engineering & Remote Sensing 62 4 (1996) 409-412
    • (1996) Photogrammetric Engineering & Remote Sensing , vol.62 , Issue.4 , pp. 409-412
    • Van Deusen, P.C.1
  • 70
    • 0027787843 scopus 로고
    • Calibration of satellite classifications of land area
    • Walsh T.A., and Burk T.E. Calibration of satellite classifications of land area. Remote Sensing of Environment 46 (1993) 281-290
    • (1993) Remote Sensing of Environment , vol.46 , pp. 281-290
    • Walsh, T.A.1    Burk, T.E.2
  • 71
    • 0026303628 scopus 로고
    • Analysis of glacier facies using satellite techniques
    • Williams R.S., Hall D.K., and Benson C.S. Analysis of glacier facies using satellite techniques. Journal of Glaciology 37 125 (1991) 120-128
    • (1991) Journal of Glaciology , vol.37 , Issue.125 , pp. 120-128
    • Williams, R.S.1    Hall, D.K.2    Benson, C.S.3
  • 72
    • 34250890184 scopus 로고    scopus 로고
    • Nitrate content and potential microbias signature of rock glacier outflow, Colorado Front Range
    • 10.1002/esp.1455
    • Williams M.W., Knauf M., Cory R., Caine N., and Liu F. Nitrate content and potential microbias signature of rock glacier outflow, Colorado Front Range. Earth Surface Processes and Landforms 32 7 (2007) 1032-1047 10.1002/esp.1455
    • (2007) Earth Surface Processes and Landforms , vol.32 , Issue.7 , pp. 1032-1047
    • Williams, M.W.1    Knauf, M.2    Cory, R.3    Caine, N.4    Liu, F.5
  • 73
    • 0003531197 scopus 로고    scopus 로고
    • Wilson J.P., and Gallant J.C. (Eds), Wiley, New York
    • In: Wilson J.P., and Gallant J.C. (Eds). Terrain Analysis: Principles and Applications (2000), Wiley, New York
    • (2000) Terrain Analysis: Principles and Applications
  • 75
    • 9144253308 scopus 로고    scopus 로고
    • A nonparametric procedure for analyzing repeated measures of spatially correlated data
    • 10.1007/s10651-004-4188-7
    • Zhu J., and Morgan G.D. A nonparametric procedure for analyzing repeated measures of spatially correlated data. Environmental and Ecological Statistics 11 4 (2004) 431-443 10.1007/s10651-004-4188-7
    • (2004) Environmental and Ecological Statistics , vol.11 , Issue.4 , pp. 431-443
    • Zhu, J.1    Morgan, G.D.2


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