-
1
-
-
0030459584
-
Impervious surface coverage: The emergence of a key environmental indicator
-
Arnold, C.L., and C.J. Gibbons, 1996. Impervious surface coverage: The emergence of a key environmental indicator. American Planning Association Journal, 62(2):243-258.
-
(1996)
American Planning Association Journal
, vol.62
, Issue.2
, pp. 243-258
-
-
Arnold, C.L.1
Gibbons, C.J.2
-
2
-
-
0036253365
-
Impervious surfaces and water quality: A review of current literature and its implications for watershed planning
-
Barabec, E., S. Schulte, and P.L. Richards, 2002. Impervious surfaces and water quality: A review of current literature and its implications for watershed planning, Journal of Planning Literature, 16(4):499-514.
-
(2002)
Journal of Planning Literature
, vol.16
, Issue.4
, pp. 499-514
-
-
Barabec, E.1
Schulte, S.2
Richards, P.L.3
-
3
-
-
0028389048
-
Nonlinear spectral mixing models for vegetative soil surfaces
-
Borel, C.C., and S.A.W. Gerstl, 1994. Nonlinear spectral mixing models for vegetative soil surfaces, Remote Sensing of Environment, 47:403-416.
-
(1994)
Remote Sensing of Environment
, vol.47
, pp. 403-416
-
-
Borel, C.C.1
Gerstl, S.A.W.2
-
4
-
-
0030211964
-
Bagging Predictors
-
Breiman, L., 1996. Bagging Predictors, Machine Learning, 24:123-140.
-
(1996)
Machine Learning
, vol.24
, pp. 123-140
-
-
Breiman, L.1
-
5
-
-
0035478854
-
Random Forests
-
Breiman, L., 2001. Random Forests, Machine Learning, 45:5-32.
-
(2001)
Machine Learning
, vol.45
, pp. 5-32
-
-
Breiman, L.1
-
6
-
-
55349140302
-
-
Breiman, L., 2003. Manual - Setting Up, Using, and Understanding Random Forests, v 4.0, URL: ftp://ftp.stat.berkeley.edu/pub/users/breiman/ Using_random_forests_V3.0.pdf (last date accessed: 12 June 2008).
-
Breiman, L., 2003. Manual - Setting Up, Using, and Understanding Random Forests, v 4.0, URL: ftp://ftp.stat.berkeley.edu/pub/users/breiman/ Using_random_forests_V3.0.pdf (last date accessed: 12 June 2008).
-
-
-
-
7
-
-
55349087167
-
Random Forests, URL
-
last date accessed: 12 June
-
Breiman, L., and A. Cutler, 2004. Random Forests, URL: http://www.stat.berkeley.edu/users/breiman/RandomForests/ (last date accessed: 12 June 2008).
-
(2004)
-
-
Breiman, L.1
Cutler, A.2
-
8
-
-
26844508331
-
Observed and predicted responses of plant growth to climate across Canada
-
doi:10.1029/2005GL023646
-
Bunn, A.G., S.J. Goetz, and G.J. Fiske, 2005. Observed and predicted responses of plant growth to climate across Canada, Geophysical Research Letters, 32:L16710, doi:10.1029/2005GL023646.
-
(2005)
Geophysical Research Letters
, vol.32
-
-
Bunn, A.G.1
Goetz, S.J.2
Fiske, G.J.3
-
9
-
-
0033578380
-
Support vector machines for optimal classification and spectral unmixing
-
Brown, M., S.R. Gunn, and H.G. Lewis, 1999. Support vector machines for optimal classification and spectral unmixing, Ecological Modelling, 120:167-179.
-
(1999)
Ecological Modelling
, vol.120
, pp. 167-179
-
-
Brown, M.1
Gunn, S.R.2
Lewis, H.G.3
-
10
-
-
27144489164
-
A tutorial on support vector machines for pattern recognition
-
Burges, C.J.C., 1998. A tutorial on support vector machines for pattern recognition, Data Mining and Knowledge Discovery, 2:121-167.
-
(1998)
Data Mining and Knowledge Discovery
, vol.2
, pp. 121-167
-
-
Burges, C.J.C.1
-
11
-
-
33746606930
-
Robust support vector regression of biophysical variable estimation from remotely sensed images
-
Camps-Valls, G., L. Bruzzone, J.L. Rojo-Alvarez, and F. Melgani, 2006. Robust support vector regression of biophysical variable estimation from remotely sensed images, IEEE Geoscience and Remote Sensing Letters, 3(3):339-343.
-
(2006)
IEEE Geoscience and Remote Sensing Letters
, vol.3
, Issue.3
, pp. 339-343
-
-
Camps-Valls, G.1
Bruzzone, L.2
Rojo-Alvarez, J.L.3
Melgani, F.4
-
12
-
-
0033231469
-
A neural network method for mixture estimation for vegetation mapping
-
Carpenter, C.A., S. Gopal, S. Macomber, S. Martens, and C.E. Woodcock, 1999. A neural network method for mixture estimation for vegetation mapping, Remote Sensing of Environment, 70:138-152.
-
(1999)
Remote Sensing of Environment
, vol.70
, pp. 138-152
-
-
Carpenter, C.A.1
Gopal, S.2
Macomber, S.3
Martens, S.4
Woodcock, C.E.5
-
13
-
-
0003710380
-
LIBSVM: A library for Support Vector Machines, URL
-
last date accessed: 12 June
-
Chang, C.-C., and C.-J. Lin, 2006. LIBSVM: A library for Support Vector Machines, URL: http://www.csie.ntu.edu.tw/~cjlin/libsvm/ (last date accessed: 12 June 2008).
-
(2006)
-
-
Chang, C.-C.1
Lin, C.-J.2
-
14
-
-
0003798635
-
-
Cambridge University Press, Cambridge, United Kingdom, 189 p
-
Cristianini, N., and J. Shawe-Taylor, 2000. An Introduction to Support Vector Machines and Other Kernel-based Learning Methods, Cambridge University Press, Cambridge, United Kingdom, 189 p.
-
(2000)
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
-
-
Cristianini, N.1
Shawe-Taylor, J.2
-
15
-
-
55349127756
-
-
Civco, D.L., and J.D. Hurd, 1997. Impervious surface mapping for the State of Connecticut, Proceedings of the 1997 ASPRS/ACSM Annual Convention, Seattle, Washington, (American Society for Photogrammetry and Remote Sensing, Bethesda, Maryland), 12 p., URL: http://nemo.uconn.edu/tools/ impervious_surfaces/pdfs/Civco_Hurd_1997.pdf (last date accessed: 12 June 2008).
-
Civco, D.L., and J.D. Hurd, 1997. Impervious surface mapping for the State of Connecticut, Proceedings of the 1997 ASPRS/ACSM Annual Convention, Seattle, Washington, (American Society for Photogrammetry and Remote Sensing, Bethesda, Maryland), 12 p., URL: http://nemo.uconn.edu/tools/ impervious_surfaces/pdfs/Civco_Hurd_1997.pdf (last date accessed: 12 June 2008).
-
-
-
-
16
-
-
55349145522
-
-
Dimitriadou, E, K. Hornik, F. Leisch, D. Meyer, and A. Weingessel, 2006. e1071: Mise Functions of the Department of Statistics e1071, TU Wien. R package version 1.5-13, URL:, last date accessed: 12 June 2008
-
Dimitriadou, E., K. Hornik, F. Leisch, D. Meyer, and A. Weingessel, 2006. e1071: Mise Functions of the Department of Statistics (e1071), TU Wien. R package version 1.5-13, URL: http://cran.r-project.org/web/packages/e1071/ index.html (last date accessed: 12 June 2008).
-
-
-
-
17
-
-
55349135793
-
-
Dwyer, J.F., D.J. Nowak, M.H. Noble, and S.M. Sisinni, 2000. Connecting people with ecosystems in the 21st century: An assessment of our nation's urban forests. General Technical Report PNW-GTR-490, Portland, Oregon, U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station. 483 p. URL: http://treesearch.fs.fed.us/pubs/12517 (last date accessed: 12 June 2008).
-
Dwyer, J.F., D.J. Nowak, M.H. Noble, and S.M. Sisinni, 2000. Connecting people with ecosystems in the 21st century: An assessment of our nation's urban forests. General Technical Report PNW-GTR-490, Portland, Oregon, U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station. 483 p. URL: http://treesearch.fs.fed.us/pubs/12517 (last date accessed: 12 June 2008).
-
-
-
-
18
-
-
55349085345
-
-
Earth Satellite Corporation, 2002. Mapping Percent Canopy for the National Land Cover Database Mapping Zones 60 and 16: Demonstration Project 23737.001.38, U.S. Geologic Survey Task Order 010112C0012, EROS Data Center, Sioux Falls, South Dakota, 14 p.
-
Earth Satellite Corporation, 2002. Mapping Percent Canopy for the National Land Cover Database Mapping Zones 60 and 16: Demonstration Project 23737.001.38, U.S. Geologic Survey Task Order 010112C0012, EROS Data Center, Sioux Falls, South Dakota, 14 p.
-
-
-
-
19
-
-
55349138316
-
-
Flanagan, M., and D.L. Civco, 2001. Subpixel impervious surface mapping, Proceedings of the 2001 ASPRS Annual Convention, St. Louis, Missouri (American Society for Photogrammetry and Remote Sensing, Bethesda, Maryland), 13 p. URL: http://nemo.uconn.edu/tools/impervious_surfaces/pdfs/ Flanagan_Civco_2001b.pdf (last date accessed: 12 June 2008).
-
Flanagan, M., and D.L. Civco, 2001. Subpixel impervious surface mapping, Proceedings of the 2001 ASPRS Annual Convention, St. Louis, Missouri (American Society for Photogrammetry and Remote Sensing, Bethesda, Maryland), 13 p. URL: http://nemo.uconn.edu/tools/impervious_surfaces/pdfs/ Flanagan_Civco_2001b.pdf (last date accessed: 12 June 2008).
-
-
-
-
20
-
-
3042654673
-
A relative evaluation of multiclass image classification by support vector machines
-
Foody, G.M., and A. Mathur, 2004. A relative evaluation of multiclass image classification by support vector machines, IEEE Transactions on Geoscience and Remote Sensing, 42(6):1335-1343.
-
(2004)
IEEE Transactions on Geoscience and Remote Sensing
, vol.42
, Issue.6
, pp. 1335-1343
-
-
Foody, G.M.1
Mathur, A.2
-
21
-
-
55349144070
-
-
rd International Workshop on Distributed Statistical Computing (DSC 2003), Vienna, Austria, URL: http://www.ci.tuwien.ac.at/Conferences/DSC- 2003/Proceedings/FurlanelloEtAl.pdf (last date accessed: 12 June 2008).
-
rd International Workshop on Distributed Statistical Computing (DSC 2003), Vienna, Austria, URL: http://www.ci.tuwien.ac.at/Conferences/DSC- 2003/Proceedings/FurlanelloEtAl.pdf (last date accessed: 12 June 2008).
-
-
-
-
22
-
-
14644421528
-
Investigation of the random forest framework for classification of hyperspectral data
-
Ham, J., Y. Chen, M.M. Crawford, and J. Ghosh, 2005. Investigation of the random forest framework for classification of hyperspectral data, IEEE Transactions on Geoscience and Remote Sensing, 43(3):492-501.
-
(2005)
IEEE Transactions on Geoscience and Remote Sensing
, vol.43
, Issue.3
, pp. 492-501
-
-
Ham, J.1
Chen, Y.2
Crawford, M.M.3
Ghosh, J.4
-
23
-
-
55349118731
-
-
Herold, N.D., G. Koeln, and D. Cunnigham, 2003. Mapping impervious surfaces and forest canopy using classification and regression tree (CART) analysis, Proceedings of the ASPRS 2003 Annual Conference, Anchorage, Alaska (American Society for Photogrammetry and Remote Sensing, Bethesda, Maryland), URL: http://nemo.uconn.edu/tools/impervious_surfaces/pdfs/ Herold_etal_2003.pdf (last date accessed: 12 June 2008).
-
Herold, N.D., G. Koeln, and D. Cunnigham, 2003. Mapping impervious surfaces and forest canopy using classification and regression tree (CART) analysis, Proceedings of the ASPRS 2003 Annual Conference, Anchorage, Alaska (American Society for Photogrammetry and Remote Sensing, Bethesda, Maryland), URL: http://nemo.uconn.edu/tools/impervious_surfaces/pdfs/ Herold_etal_2003.pdf (last date accessed: 12 June 2008).
-
-
-
-
24
-
-
33746434182
-
Generating rule sets from model trees
-
URL:, last date accessed: 12 June
-
Holmes, G., M. Hall, and E. Frank, 1999. Generating rule sets from model trees, Australian Joint Conference on Artificial Intelligence, URL: http://citeseer.ist.psu.edu/holmes99generating.html (last date accessed: 12 June 2008).
-
(1999)
Australian Joint Conference on Artificial Intelligence
-
-
Holmes, G.1
Hall, M.2
Frank, E.3
-
25
-
-
4143112403
-
Development of a 2001 National Land Cover Database for the United States
-
829-840, URL:, last date accessed: 12 June
-
Homer, C., C. Huang, L. Yang, B. Wylie, and M. Coan, 2004. Development of a 2001 National Land Cover Database for the United States, Photogrammetric Engineering & Remote Sensing, 70(7):829-840, URL: http://www.mrlc. gov/references.php (last date accessed: 12 June 2008).
-
(2004)
Photogrammetric Engineering & Remote Sensing
, vol.70
, Issue.7
-
-
Homer, C.1
Huang, C.2
Yang, L.3
Wylie, B.4
Coan, M.5
-
26
-
-
33947676794
-
Completion of the 2001 National Land Cover Database for the Coterminous United States
-
URL:, last accessed: 12 June 2008
-
Homer, C., J. Dewitz, J. Fry, M. Coan, N. Hossain, C. Larson, N. Herold, A. McKerrow, J.N. VanDriel and J. Wickham, 2007. Completion of the 2001 National Land Cover Database for the Coterminous United States, Photogrammetric Engineering & Remote Sensing, 73(4):337-341, URL: http://www.mrlc. gov/references.php (last accessed: 12 June 2008).
-
(2007)
Photogrammetric Engineering & Remote Sensing
, vol.73
, Issue.4
, pp. 337-341
-
-
Homer, C.1
Dewitz, J.2
Fry, J.3
Coan, M.4
Hossain, N.5
Larson, C.6
Herold, N.7
McKerrow, A.8
VanDriel, J.N.9
Wickham, J.10
-
27
-
-
55349123170
-
-
Huang, C., L. Yang, C. Homer, B. Wylie, J. Volgeman, and T. DeFelice, 2001a. At-satellite reflectance: A first order normalization of Landsat 7 ETM+ images, URL: http://landcover.usgs.gov/pdf/huang2.pdf (last date accessed: 12 June 2008).
-
Huang, C., L. Yang, C. Homer, B. Wylie, J. Volgeman, and T. DeFelice, 2001a. At-satellite reflectance: A first order normalization of Landsat 7 ETM+ images, URL: http://landcover.usgs.gov/pdf/huang2.pdf (last date accessed: 12 June 2008).
-
-
-
-
28
-
-
55349119080
-
-
Huang, C., L. Yang, B. Wylie, and C. Homer, 2001b. A strategy for estimating tree canopy density using Landsat 7 ETM+ and high-resolution images over large areas, Third International Conference on Geospatial Information in Agriculture and Forestry, Denver, Colorado, URL: http://landcover.usgs. gov/pdf/canopy_density.pdf (last date accessed: 12 June 2008).
-
Huang, C., L. Yang, B. Wylie, and C. Homer, 2001b. A strategy for estimating tree canopy density using Landsat 7 ETM+ and high-resolution images over large areas, Third International Conference on Geospatial Information in Agriculture and Forestry, Denver, Colorado, URL: http://landcover.usgs. gov/pdf/canopy_density.pdf (last date accessed: 12 June 2008).
-
-
-
-
29
-
-
0037138473
-
An assessment of support vector machines for land cover classification
-
Huang, C., L.S. Davis, and J.R.G. Townshend, 2002a. An assessment of support vector machines for land cover classification, International Journal of Remote Sensing, 23(4):725-749.
-
(2002)
International Journal of Remote Sensing
, vol.23
, Issue.4
, pp. 725-749
-
-
Huang, C.1
Davis, L.S.2
Townshend, J.R.G.3
-
30
-
-
0037140239
-
-
Huang, C., B. Wylie, L. Yang, C. Homer, and G. Zylstra, 2002b. Derivation of a tasseled cap transformation based on Landsat 7 at-satellite reflectance, International Journal of Remote Sensing, 23(8):1741-1748, URL: http://landcover.usgs.gov/pdf/tasseled.pdf (last date accessed: 12 June 2008).
-
Huang, C., B. Wylie, L. Yang, C. Homer, and G. Zylstra, 2002b. Derivation of a tasseled cap transformation based on Landsat 7 at-satellite reflectance, International Journal of Remote Sensing, 23(8):1741-1748, URL: http://landcover.usgs.gov/pdf/tasseled.pdf (last date accessed: 12 June 2008).
-
-
-
-
31
-
-
0037428354
-
A stepwise regression tree for nonlinear approximation: Applications to estimating subpixel land cover
-
Huang, C., and J.R.G. Townshend, 2003. A stepwise regression tree for nonlinear approximation: Applications to estimating subpixel land cover, International Journal of Remote Sensing, 24(1):75-90.
-
(2003)
International Journal of Remote Sensing
, vol.24
, Issue.1
, pp. 75-90
-
-
Huang, C.1
Townshend, J.R.G.2
-
32
-
-
0041603695
-
Urban forest cover of the Chicago region and its relation to household density and income
-
Iverson, L.R., and E.A. Cook, 2000. Urban forest cover of the Chicago region and its relation to household density and income, Urban Ecosystems, 4:105-124.
-
(2000)
Urban Ecosystems
, vol.4
, pp. 105-124
-
-
Iverson, L.R.1
Cook, E.A.2
-
33
-
-
33747119650
-
Effectiveness of subpixel analysis detecting and quantifying urban imperviousness from Landsat Thematic Mapper imagery
-
Ji, M., and J.R. Jensen, 1999. Effectiveness of subpixel analysis detecting and quantifying urban imperviousness from Landsat Thematic Mapper imagery, Geocarto International, 14(4):33-41.
-
(1999)
Geocarto International
, vol.14
, Issue.4
, pp. 33-41
-
-
Ji, M.1
Jensen, J.R.2
-
34
-
-
55349085015
-
-
LANDFIRE, 2006. LANDFIRE prototype products: Vegetation structure, U.S. Department of Agriculture, Forest Service, Fire Lab, URL: http://www. landfire.gov/RapidRefreshProduct Description.php (last date accessed: 12 June 2008).
-
LANDFIRE, 2006. LANDFIRE prototype products: Vegetation structure, U.S. Department of Agriculture, Forest Service, Fire Lab, URL: http://www. landfire.gov/RapidRefreshProduct Description.php (last date accessed: 12 June 2008).
-
-
-
-
35
-
-
31344453556
-
Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (RandomForests)
-
Lawrence, R.L., S.D. Wood, and R.L. Sheley, 2006. Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (RandomForests), Remote Sensing of Environment, 100:356-362.
-
(2006)
Remote Sensing of Environment
, vol.100
, pp. 356-362
-
-
Lawrence, R.L.1
Wood, S.D.2
Sheley, R.L.3
-
36
-
-
0345040873
-
Classification and regression by RandomForests
-
18-22. URL:, last date accessed: 12 June
-
Liaw, A., and M. Wiener, 2002. Classification and regression by RandomForests, R News, 2(3):18-22. URL: http://CRAN.R-project.org/doc/ Rnews/ (last date accessed: 12 June 2008).
-
(2002)
R News
, vol.2
, Issue.3
-
-
Liaw, A.1
Wiener, M.2
-
37
-
-
11144307383
-
Comparison of non-linear mixture models: Sub-pixel classification
-
Liu, W., and E.Y. Wu, 2005. Comparison of non-linear mixture models: Sub-pixel classification, Remote Sensing of Environment, 94:145-154.
-
(2005)
Remote Sensing of Environment
, vol.94
, pp. 145-154
-
-
Liu, W.1
Wu, E.Y.2
-
38
-
-
0002431740
-
Automatic construction of decision trees from data: A multi-disciplinary survey
-
Murthy, S.K., 1998. Automatic construction of decision trees from data: A multi-disciplinary survey, Data Mining and Knowledge Discovery, 2:345-389.
-
(1998)
Data Mining and Knowledge Discovery
, vol.2
, pp. 345-389
-
-
Murthy, S.K.1
-
39
-
-
2342494657
-
Urban cover mapping using digital, high-spatial resolution aerial imagery
-
Myeong, S., P.F. Hopkins, and D.J. Nowak, 2003. Urban cover mapping using digital, high-spatial resolution aerial imagery, Urban Ecosystems, 5:243-256.
-
(2003)
Urban Ecosystems
, vol.5
, pp. 243-256
-
-
Myeong, S.1
Hopkins, P.F.2
Nowak, D.J.3
-
40
-
-
0005142766
-
Understanding the structure of urban forests
-
42-46, URL:, last date accessed: 12 June
-
Nowak, D.J., 1994. Understanding the structure of urban forests, Journal of Forestry, 92(10):42-46, URL: http://www.fs.fed.us/ne/ syracuse/Pubs/Downloads/94_DN_UnderstandingStr.pdf (last date accessed: 12 June 2008).
-
(1994)
Journal of Forestry
, vol.92
, Issue.10
-
-
Nowak, D.J.1
-
41
-
-
0030251314
-
-
Nowak, D.J., R.A. Rowntree, E.G. McPherson, S.M. Sisinni, E.R. Kerkmann, and J.C. Stevens, 1996. Measuring and analyzing urban tree cover, Landscape and Urban Planning, 36:49-57, URL: http://www.fs.fed.us/ne/syracuse/Pubs/ Downloads/96_DN_etal_Measuring.pdf (last date accessed: 12 June 2008).
-
Nowak, D.J., R.A. Rowntree, E.G. McPherson, S.M. Sisinni, E.R. Kerkmann, and J.C. Stevens, 1996. Measuring and analyzing urban tree cover, Landscape and Urban Planning, 36:49-57, URL: http://www.fs.fed.us/ne/syracuse/Pubs/ Downloads/96_DN_etal_Measuring.pdf (last date accessed: 12 June 2008).
-
-
-
-
42
-
-
13344278660
-
Random forest classifier for remote sensing classification
-
Pal, M., 2005. Random forest classifier for remote sensing classification, International Journal of Remote Sensing, 26(1):217-222.
-
(2005)
International Journal of Remote Sensing
, vol.26
, Issue.1
, pp. 217-222
-
-
Pal, M.1
-
43
-
-
33645330972
-
Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
-
Prasad, A.M., L.R. Iverson, and A. Liaw, 2006. Newer classification and regression tree techniques: Bagging and random forests for ecological prediction, Ecosystems, 9:181-199.
-
(2006)
Ecosystems
, vol.9
, pp. 181-199
-
-
Prasad, A.M.1
Iverson, L.R.2
Liaw, A.3
-
44
-
-
33744584654
-
Induction of decision trees
-
Quinlan, J.R., 1986. Induction of decision trees, Machine Learning, 1:81-106.
-
(1986)
Machine Learning
, vol.1
, pp. 81-106
-
-
Quinlan, J.R.1
-
45
-
-
85027178264
-
Generating production rules from decision trees
-
Milan, Italy, Morgan Kaufmann, Los Altos, California, pp
-
Quinlan, J.R., 1987a. Generating production rules from decision trees, Proceedings of the Tenth International Joint Conference on Artificial Intelligence, Milan, Italy, Morgan Kaufmann, Los Altos, California, pp. 304-307.
-
(1987)
Proceedings of the Tenth International Joint Conference on Artificial Intelligence
, pp. 304-307
-
-
Quinlan, J.R.1
-
46
-
-
0023417432
-
Simplifying decision trees
-
URL:, last date accessed: 12 June
-
Quinlan, J.R., 1987b. Simplifying decision trees, International Journal of Man-Machine Studies, 27:221-234, URL: http://citeseer.ist.psu. edu/article/quinlan87simplifying.html (last date accessed: 12 June 2008).
-
(1987)
International Journal of Man-Machine Studies
, vol.27
, pp. 221-234
-
-
Quinlan, J.R.1
-
47
-
-
0001495905
-
Learning with continuous classes
-
World Scientific, Singapore, pp, URL:, last date accessed: 12 June
-
th Australian Joint Conference on Artificial Intelligence, World Scientific, Singapore, pp. 343-348, URL: http://citeseer.ist.psu.edu/ quinlan92learning.html (last date accessed: 12 June 2008).
-
(1992)
th Australian Joint Conference on Artificial Intelligence
, pp. 343-348
-
-
Quinlan, J.R.1
-
48
-
-
0003500248
-
-
Morgan Kaufmann Publishers, San Mateo, California, 302 p
-
Quinlan, J.R., 1993a. C4.5: Programs for Machine Learning, Morgan Kaufmann Publishers, San Mateo, California, 302 p.
-
(1993)
C4.5: Programs for Machine Learning
-
-
Quinlan, J.R.1
-
49
-
-
55349106098
-
Proceedings of the Sixteenth Australian Computer Science Conference (ACSC-16)
-
URL:, last date accessed: 12 June
-
Quinlan, J.R., 1993b. A case study in machine learning, Proceedings of the Sixteenth Australian Computer Science Conference (ACSC-16), URL: http://citeseer.ist.psu.edu/quinlan93case.html (last date accessed: 12 June 2008).
-
(1993)
-
-
Quinlan, J.R.1
-
50
-
-
55349089167
-
-
Quinlan, J.R., 1993c. Combining instance-based and model-based learning, Proceedings of the Tenth International Conference on Machine Learning, Morgan Kaufmann Publishers, San Francisco, pp. 236-243, URL: http://citeseer.ist.psu.edu/quinlan93combining.html (last date accessed: 12 June 2008).
-
Quinlan, J.R., 1993c. Combining instance-based and model-based learning, Proceedings of the Tenth International Conference on Machine Learning, Morgan Kaufmann Publishers, San Francisco, pp. 236-243, URL: http://citeseer.ist.psu.edu/quinlan93combining.html (last date accessed: 12 June 2008).
-
-
-
-
51
-
-
0029678894
-
Improved use of continuous attributes in C4.5
-
URL:, last date accessed: 12 June
-
Quinlan, J.R., 1996. Improved use of continuous attributes in C4.5, Journal of Artificial Intelligence Research, 4:77-90, URL: http://citeseer.ist.psu.edu/quinlan96improved.html (last date accessed: 12 June 2008).
-
(1996)
Journal of Artificial Intelligence Research
, vol.4
, pp. 77-90
-
-
Quinlan, J.R.1
-
52
-
-
55349087166
-
-
Machine Learning List, URL:, last date accessed: 12 June
-
Quinlan, J.R., 1997. New Tool for Continuous Classes (aka Regression), Machine Learning List, URL: http://www.ics.uci.edu/~mlearn/ MLlist/v9/13.html (last date accessed: 12 June 2008).
-
(1997)
New Tool for Continuous Classes (aka Regression)
-
-
Quinlan, J.R.1
-
53
-
-
33748324384
-
-
R Foundation for Statistical Computing, Vienna, Austria, ISBN 3-900051-07-0, URL:, last date accessed: 12 June
-
R Development Core Team, 2006. R: A Language and Environment for Statistical Computing, R Foundation for Statistical Computing, Vienna, Austria, ISBN 3-900051-07-0, URL: http://www.R-project.org (last date accessed: 12 June 2008).
-
(2006)
R: A Language and Environment for Statistical Computing
-
-
-
54
-
-
0029667294
-
Nonlinear spectral mixing in desert vegetation
-
Ray, T.W., and B.C. Murray, 1996. Nonlinear spectral mixing in desert vegetation, Remote Sensing of Environment, 55:59-64.
-
(1996)
Remote Sensing of Environment
, vol.55
, pp. 59-64
-
-
Ray, T.W.1
Murray, B.C.2
-
55
-
-
0029521079
-
Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing: Comparative anatomy for cities
-
Ridd, M.K., 1995. Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing: Comparative anatomy for cities, International Journal of Remote Sensing, 16(12):2165-2185.
-
(1995)
International Journal of Remote Sensing
, vol.16
, Issue.12
, pp. 2165-2185
-
-
Ridd, M.K.1
-
56
-
-
33745684654
-
Percent tree cover estimation using regression tree method: A case study of Africa with very-high resolution QuickBird images as training data
-
doi:10.1109/IGARSS.2005.1526445
-
Rokhmatuloh, D.N., H. Al Bilbisi, and R. Tateishi, 2005. Percent tree cover estimation using regression tree method: A case study of Africa with very-high resolution QuickBird images as training data, IEEE International Geoscience and Remote Sensing Symposium 2005 (IGARSS '05), Vol. 3, pp. 2157-2160, doi:10.1109/IGARSS.2005.1526445.
-
(2005)
IEEE International Geoscience and Remote Sensing Symposium 2005 (IGARSS '05)
, vol.3
, pp. 2157-2160
-
-
Rokhmatuloh, D.N.1
Al Bilbisi, H.2
Tateishi, R.3
-
57
-
-
0021569405
-
Forest canopy cover and land use in four eastern United States cities
-
Rowntree, R.A., 1984. Forest canopy cover and land use in four eastern United States cities, Urban Ecology, 8:55-67.
-
(1984)
Urban Ecology
, vol.8
, pp. 55-67
-
-
Rowntree, R.A.1
-
58
-
-
55349137660
-
-
RuleQuest Research Pty Ltd, St. Ives, NSW, Australia last date accessed: 12 June
-
Rulequest, 2006. Data Mining with Cubist, URL: http:llwww.rulequest. com/cubist-info.html, RuleQuest Research Pty Ltd., St. Ives, NSW, Australia (last date accessed: 12 June 2008).
-
(2006)
Data Mining with Cubist, URL
-
-
-
59
-
-
0003584577
-
-
Second edition, Prentice Hall, Pearson Education, Inc, Upper Saddle River, New Jersey, 1081 p
-
Russell, S., and P. Norvig, 2003. Artificial Intelligence: A Modern Approach, Second edition, Prentice Hall, Pearson Education, Inc., Upper Saddle River, New Jersey, 1081 p.
-
(2003)
Artificial Intelligence: A Modern Approach
-
-
Russell, S.1
Norvig, P.2
-
60
-
-
0002176460
-
The importance of imperviousness
-
Schueler, T.R., 1994. The importance of imperviousness, Watershed Protection Techniques, 1(3):100-111.
-
(1994)
Watershed Protection Techniques
, vol.1
, Issue.3
, pp. 100-111
-
-
Schueler, T.R.1
-
61
-
-
84879718596
-
-
st International Symposium on Remote Sensing of Environment, 20-24 May, Saint Petersburg, Russia (International Society for Photogrammetry and Remote Sensing), URL: http://www.isprs.org/publications/related/ISRSE/html/papers/581.pdf (last date accessed: 12 June 2008).
-
st International Symposium on Remote Sensing of Environment, 20-24 May, Saint Petersburg, Russia (International Society for Photogrammetry and Remote Sensing), URL: http://www.isprs.org/publications/related/ISRSE/html/papers/581.pdf (last date accessed: 12 June 2008).
-
-
-
-
62
-
-
0027334540
-
Linear mixing and the estimation of ground cover proportions
-
Settle, J.J., and N.A. Drake, 1993. Linear mixing and the estimation of ground cover proportions, International Journal of Remote Sensing, 14(6):1159-1177.
-
(1993)
International Journal of Remote Sensing
, vol.14
, Issue.6
, pp. 1159-1177
-
-
Settle, J.J.1
Drake, N.A.2
-
63
-
-
0035837463
-
Estimation of urban vegetation abundance by spectral mixture analysis
-
Small, C., 2001. Estimation of urban vegetation abundance by spectral mixture analysis, International Journal of Remote Sensing, 22(7):1305-1334.
-
(2001)
International Journal of Remote Sensing
, vol.22
, Issue.7
, pp. 1305-1334
-
-
Small, C.1
-
64
-
-
32244436793
-
Estimation and vicarious validation of urban vegetation abundance by spectral mixture analysis
-
Small, C., and J.W.T. Lu, 2006. Estimation and vicarious validation of urban vegetation abundance by spectral mixture analysis. Remote Sensing of Environment, 100:441-456.
-
(2006)
Remote Sensing of Environment
, vol.100
, pp. 441-456
-
-
Small, C.1
Lu, J.W.T.2
-
66
-
-
14644442904
-
Virtual sensors: Using data mining techniques to efficiently estimate remote sensing spectra
-
Srivastava, A.N., N.C. Oza, and J. Stroeve, 2005. Virtual sensors: Using data mining techniques to efficiently estimate remote sensing spectra, IEEE Transactions on Geoscience and Remote Sensing, 43(3):590-600.
-
(2005)
IEEE Transactions on Geoscience and Remote Sensing
, vol.43
, Issue.3
, pp. 590-600
-
-
Srivastava, A.N.1
Oza, N.C.2
Stroeve, J.3
-
67
-
-
0003450542
-
-
Second edition, Springer-Verlag, New York, 314 p
-
Vapnik, V.N., 2000. The Nature of Statistical Learning Theory, Second edition, Springer-Verlag, New York, 314 p.
-
(2000)
The Nature of Statistical Learning Theory
-
-
Vapnik, V.N.1
-
68
-
-
0024191257
-
An analysis of urban tree communities using Landsat Thematic Mapper data
-
Wang, S.-C., 1988. An analysis of urban tree communities using Landsat Thematic Mapper data, Landscape and Urban Planning, 15:11-22.
-
(1988)
Landscape and Urban Planning
, vol.15
, pp. 11-22
-
-
Wang, S.-C.1
-
69
-
-
0003957032
-
-
Second edition, Morgan Kaufmann, San Francisco, 525 p
-
Witten, I.H., and E. Frank, 2005. Data Mining: Practical Machine Learning Tools and Techniques, Second edition, Morgan Kaufmann, San Francisco, 525 p.
-
(2005)
Data Mining: Practical Machine Learning Tools and Techniques
-
-
Witten, I.H.1
Frank, E.2
-
70
-
-
0037381086
-
Estimating impervious surface distribution by spectral mixture analysis
-
Wu, C., and A.T. Murray, 2003. Estimating impervious surface distribution by spectral mixture analysis, Remote Sensing of Environment, 84:493-505.
-
(2003)
Remote Sensing of Environment
, vol.84
, pp. 493-505
-
-
Wu, C.1
Murray, A.T.2
-
71
-
-
23744434616
-
Decision tree regression for soft classification of remote sensing data
-
Xu, M., P. Watanachaturaporn, P.K. Varshney, and M.K. Arora, 2005. Decision tree regression for soft classification of remote sensing data, Remote Sensing of Environment, 97:322-336.
-
(2005)
Remote Sensing of Environment
, vol.97
, pp. 322-336
-
-
Xu, M.1
Watanachaturaporn, P.2
Varshney, P.K.3
Arora, M.K.4
-
72
-
-
0035575112
-
-
Yang, L., C. Homer, K. Hegge, C. Huang, B. Wylie, and B. Reed, 2001. A Landsat 7 scene selection strategy for a National Land Cover Database, Proceedings of the IEEE 2001 International Geoscience and Remote Sensing Symposium, Sydney, Australia, unpagniated CD-ROM, URL: http://landcover. usgs.gov/pdf/l7_scene_select.pdf (last date accessed: 12 June 2008).
-
Yang, L., C. Homer, K. Hegge, C. Huang, B. Wylie, and B. Reed, 2001. A Landsat 7 scene selection strategy for a National Land Cover Database, Proceedings of the IEEE 2001 International Geoscience and Remote Sensing Symposium, Sydney, Australia, unpagniated CD-ROM, URL: http://landcover. usgs.gov/pdf/l7_scene_select.pdf (last date accessed: 12 June 2008).
-
-
-
-
73
-
-
0042961504
-
-
Yang, L., C. Huang, C.G. Homer, B.K. Wylie, and M.J. Coan, 2003. An approach for mapping large-area impervious surfaces: synergistic use of Landsat-7 ETM+ and high spatial resolution imagery, Canadian Journal of Remote Sensing, 29(2):230-240, URL: http://landcover.usgs.gov/pdf/ imppaperfinalwithall.pdf (last date accessed: 12 June 2008).
-
Yang, L., C. Huang, C.G. Homer, B.K. Wylie, and M.J. Coan, 2003. An approach for mapping large-area impervious surfaces: synergistic use of Landsat-7 ETM+ and high spatial resolution imagery, Canadian Journal of Remote Sensing, 29(2):230-240, URL: http://landcover.usgs.gov/pdf/ imppaperfinalwithall.pdf (last date accessed: 12 June 2008).
-
-
-
-
74
-
-
33144480471
-
Incorporating remote sensing information in modeling house values: A regression tree approach
-
Yu, D., and C. Wu, 2006. Incorporating remote sensing information in modeling house values: A regression tree approach, Photogrammetric Engineering & Remote Sensing, 72(2):129-138.
-
(2006)
Photogrammetric Engineering & Remote Sensing
, vol.72
, Issue.2
, pp. 129-138
-
-
Yu, D.1
Wu, C.2
-
75
-
-
0035652095
-
Texture-integrated classification of urban treed areas in high-resolution color-infrared imagery
-
Zhang, Y., 2001. Texture-integrated classification of urban treed areas in high-resolution color-infrared imagery, Photogrammetric Engineering & Remote Sensing, 67(12):1359-1365.
-
(2001)
Photogrammetric Engineering & Remote Sensing
, vol.67
, Issue.12
, pp. 1359-1365
-
-
Zhang, Y.1
-
76
-
-
0003482402
-
-
Research Paper SO-280, U.S. Department of Agriculture, Forest Service, Southern Research Station, New Orleans, Louisiana, 11 p, URL:, last accessed: 12 June 2008
-
Zhu, Z., 1994. Forest Density Mapping in the Lower 48 States: A Regression Procedure, Research Paper SO-280, U.S. Department of Agriculture, Forest Service, Southern Research Station, New Orleans, Louisiana, 11 p., URL: http://www.srs.fs.usda.gov/pubs/rp/rp_so280.pdf (last accessed: 12 June 2008).
-
(1994)
Forest Density Mapping in the Lower 48 States: A Regression Procedure
-
-
Zhu, Z.1
-
77
-
-
0000415289
-
Urban tree cover: An ecological perspective
-
Zipperer, W.C., S.M. Sisinni, R.V. Pouyat, and T.W. Foresman, 1997. Urban tree cover: An ecological perspective. Urban Ecosystems, 1:229-246.
-
(1997)
Urban Ecosystems
, vol.1
, pp. 229-246
-
-
Zipperer, W.C.1
Sisinni, S.M.2
Pouyat, R.V.3
Foresman, T.W.4
|