메뉴 건너뛰기




Volumn 36, Issue 3, 2009, Pages 398-416

Land-use-change modeling using unbalanced support-vector machines

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY ASSESSMENT; ALGORITHM; CLASSIFICATION; LAND USE CHANGE; MODELING; PATTERN RECOGNITION; PERFORMANCE ASSESSMENT; RELIABILITY ANALYSIS; URBAN PLANNING; VECTOR AUTOREGRESSION;

EID: 66349131248     PISSN: 02658135     EISSN: 14723417     Source Type: Journal    
DOI: 10.1068/b33047     Document Type: Article
Times cited : (62)

References (35)
  • 1
    • 85021324453 scopus 로고    scopus 로고
    • Agarwal C, Green G L, Grove J M, Evans T, Schweik C, 2002, A review and assessment of land use change models: dynamics of space, time, and human choice, TR NE-297, US Department of Agriculture, Forest Service, Northeast Research Station, Newton Square, PA
    • Agarwal C, Green G L, Grove J M, Evans T, Schweik C, 2002, "A review and assessment of land use change models: dynamics of space, time, and human choice", TR NE-297, US Department of Agriculture, Forest Service, Northeast Research Station, Newton Square, PA
  • 5
    • 27144489164 scopus 로고    scopus 로고
    • 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
  • 6
    • 0037465573 scopus 로고    scopus 로고
    • Urban growth modeling: A case study of Wuhan City, PR China
    • Cheng J, Masser I, 2003, "Urban growth modeling: a case study of Wuhan City, PR China" Landscape and Urban Planning 62 199-217
    • (2003) Landscape and Urban Planning , vol.62 , pp. 199-217
    • Cheng, J.1    Masser, I.2
  • 7
    • 0030301519 scopus 로고    scopus 로고
    • Roads, land use, and deforestation: A spatial model applied to Belize
    • Chomitz K M, Gray D A, 1996, "Roads, land use, and deforestation: a spatial model applied to Belize" The World Bank Economic Review 10 487-512
    • (1996) The World Bank Economic Review , vol.10 , pp. 487-512
    • Chomitz, K.M.1    Gray, D.A.2
  • 8
    • 0032447095 scopus 로고    scopus 로고
    • Loose-coupling a CA model and GIS: Long-term urban growth prediction for San Francisco and Washington/ Baltimore
    • Clarke K C, Gaydos L J, 1998, "Loose-coupling a CA model and GIS: long-term urban growth prediction for San Francisco and Washington/ Baltimore" International Journal of Geographical Information Science 12 699-714
    • (1998) International Journal of Geographical Information Science , vol.12 , pp. 699-714
    • Clarke, K.C.1    Gaydos, L.J.2
  • 11
    • 85021357756 scopus 로고    scopus 로고
    • A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification
    • 05-26
    • Grandvalet Y, Mariéthoz J, Bengio S, 2005 A Probabilistic Interpretation of SVMs with an Application to Unbalanced Classification IDIAP Research Report 05-26, ftp://ftp.idiap.ch/ pub/reports/2005/grandvalet-idiap-rr-05-26.pdf
    • (2005) IDIAP Research Report
    • Grandvalet, Y.1    Mariéthoz, J.2    Bengio, S.3
  • 12
    • 85021362191 scopus 로고    scopus 로고
    • Support vector machines for classification and regression", ISIS Technical Report, Image Speech and Intelligent Systems Group, University of Southampton, Southampton, Hants Handy S L, Niemeier DA, 1997, "Measuring accessibility: An exploration of issues and alternatives
    • Gunn SR, 1998, "Support vector machines for classification and regression", ISIS Technical Report, Image Speech and Intelligent Systems Group, University of Southampton, Southampton, Hants Handy S L, Niemeier DA, 1997, "Measuring accessibility: an exploration of issues and alternatives" Environment and Planning A 29 1175-1194
    • (1998) Environment and Planning A , vol.29 , pp. 1175-1194
    • Gunn, S.R.1
  • 14
    • 0002010849 scopus 로고    scopus 로고
    • Using GIS to improve urban activity and forecasting models: Three examples
    • Eds A S Fotheringham, M Wegener (Taylor and Francis, London) pp
    • Landis J H, Zhang M, 2000, "Using GIS to improve urban activity and forecasting models: three examples", in Spatial Models and GIS - New Potential and New Models Eds A S Fotheringham, M Wegener (Taylor and Francis, London) pp 63-81
    • (2000) Spatial Models and GIS - New Potential and New Models , pp. 63-81
    • Landis, J.H.1    Zhang, M.2
  • 15
    • 0036332937 scopus 로고    scopus 로고
    • Neural-network-based cellular automata for simulating multiple land use changes using GIS
    • Li X, Yeh A G, 2002, "Neural-network-based cellular automata for simulating multiple land use changes using GIS" International Journal of Geographical Information Science 16 323-343
    • (2002) International Journal of Geographical Information Science , vol.16 , pp. 323-343
    • Li, X.1    Yeh, A.G.2
  • 16
    • 0036161029 scopus 로고    scopus 로고
    • Support vector machines for classification in non-standard situations
    • Lin Y, Lee Y, Wahba G, 2002, "Support vector machines for classification in non-standard situations" Machine Learning 46 191-202
    • (2002) Machine Learning , vol.46 , pp. 191-202
    • Lin, Y.1    Lee, Y.2    Wahba, G.3
  • 17
    • 0035838970 scopus 로고    scopus 로고
    • Predicting land cover and land use change in the urban fringe: A case in Morelia City, Mexico
    • Lopez E, Bocco G, Mendoza M, Duhau E, 2001, "Predicting land cover and land use change in the urban fringe: a case in Morelia City, Mexico" Landscape and Urban Planning 55 271-285
    • (2001) Landscape and Urban Planning , vol.55 , pp. 271-285
    • Lopez, E.1    Bocco, G.2    Mendoza, M.3    Duhau, E.4
  • 19
    • 0034878542 scopus 로고    scopus 로고
    • Fish - habitat relationships in lakes: Gaining predictive and explanatory insight by using artificial neural networks
    • Olden J D, Jackson D A, 2001, "Fish - habitat relationships in lakes: gaining predictive and explanatory insight by using artificial neural networks" Transactions of the American Fisheries Society 130 878-897
    • (2001) Transactions of the American Fisheries Society , vol.130 , pp. 878-897
    • Olden, J.D.1    Jackson, D.A.2
  • 21
    • 0004322632 scopus 로고    scopus 로고
    • Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines
    • MSR-TR-98-14
    • Platt J, 1998 Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines Microsoft Research Technical Report MSR-TR-98-14, http://research.microsoft.com/~jplatt/smoTR.pdf
    • (1998) Microsoft Research Technical Report
    • Platt, J.1
  • 24
    • 0031718678 scopus 로고    scopus 로고
    • Forecasting rural land-use change: A comparison of regression and spatial-based models
    • Theobald D M, Hobbs N T, 1998, "Forecasting rural land-use change: a comparison of regression and spatial-based models" Geographical and Environmental Modeling 2 65-82
    • (1998) Geographical and Environmental Modeling , vol.2 , pp. 65-82
    • Theobald, D.M.1    Hobbs, N.T.2
  • 26
    • 85021341244 scopus 로고    scopus 로고
    • Turner B L II, Skole D, Sanderson S, Fischer G, Fresco L, Leemans R, 1995 Land-use and Land-cover Change: Science/Research Plan IGBP Report 35, HDP Report 7, http://www.ihdp.uni-bonn.de/html/publications/ reports/report07/luccsp.htm
    • Turner B L II, Skole D, Sanderson S, Fischer G, Fresco L, Leemans R, 1995 Land-use and Land-cover Change: Science/Research Plan IGBP Report 35, HDP Report 7, http://www.ihdp.uni-bonn.de/html/publications/ reports/report07/luccsp.htm
  • 29
    • 0001304054 scopus 로고    scopus 로고
    • Cellular automata as the basis of integrated dynamic regional modelling
    • White R, Engelen G, 1997, "Cellular automata as the basis of integrated dynamic regional modelling" Environment and Planning B: Planning and Design 24 235-246
    • (1997) Environment and Planning B: Planning and Design , vol.24 , pp. 235-246
    • White, R.1    Engelen, G.2
  • 30
    • 0003545437 scopus 로고
    • World Commission on Environment and Development, Oxford University Press, Oxford
    • World Commission on Environment and Development, 1987 Our Common Future (Oxford University Press, Oxford)
    • (1987) Our Common Future
  • 31
    • 0031944898 scopus 로고    scopus 로고
    • Sim Land: A prototype to simulate land conversion through the integrated GIS and CA with AHP-derived transition rules
    • Wu F, 1998, "Sim Land: a prototype to simulate land conversion through the integrated GIS and CA with AHP-derived transition rules" International Journal of Geographical Information Science 12 63-82
    • (1998) International Journal of Geographical Information Science , vol.12 , pp. 63-82
    • Wu, F.1
  • 32
    • 0031411688 scopus 로고    scopus 로고
    • Changing spatial distribution and determinants of land development in Chinese cities in the transition from a centrally planned economy to a socialist market economy: A case study of Guangzhou
    • Wu F, Yeh A G, 1997, "Changing spatial distribution and determinants of land development in Chinese cities in the transition from a centrally planned economy to a socialist market economy: a case study of Guangzhou" Urban Studies 34 1851-1879
    • (1997) Urban Studies , vol.34 , pp. 1851-1879
    • Wu, F.1    Yeh, A.G.2
  • 34
    • 66349125378 scopus 로고    scopus 로고
    • Evaluation of Newton - Raphson method versus genetic algorithm for logistic analysis with application to rural - urban land conversion modeling
    • Washington, January; available from the authors
    • Xie C, Huang B, Tay R, 2006, "Evaluation of Newton - Raphson method versus genetic algorithm for logistic analysis with application to rural - urban land conversion modeling", in Proceedings of the 85th Annual Meeting of the Transportation Research Board Washington, January; available from the authors
    • (2006) Proceedings of the 85th Annual Meeting of the Transportation Research Board
    • Xie, C.1    Huang, B.2    Tay, R.3
  • 35
    • 0034800528 scopus 로고    scopus 로고
    • A constrained CA model for the simulation and planning of sustainable urban forms by using GIS
    • Yeh A G, Li X, 2001, "A constrained CA model for the simulation and planning of sustainable urban forms by using GIS" Environment and Planning B: Planning and Design 28 733-753
    • (2001) Environment and Planning B: Planning and Design , vol.28 , pp. 733-753
    • Yeh, A.G.1    Li, X.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.