{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T00:11:14Z","timestamp":1770336674532,"version":"3.49.0"},"reference-count":25,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2009,2,25]],"date-time":"2009-02-25T00:00:00Z","timestamp":1235520000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Geoinformatica"],"published-print":{"date-parts":[[2010,1]]},"DOI":"10.1007\/s10707-009-0077-4","type":"journal-article","created":{"date-parts":[[2009,2,24]],"date-time":"2009-02-24T06:18:51Z","timestamp":1235456331000},"page":"83-99","source":"Crossref","is-referenced-by-count":56,"title":["Support vector machines for urban growth modeling"],"prefix":"10.1007","volume":"14","author":[{"given":"Bo","family":"Huang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chenglin","family":"Xie","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Richard","family":"Tay","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2009,2,25]]},"reference":[{"key":"77_CR1","doi-asserted-by":"crossref","DOI":"10.1002\/0471249688","volume-title":"Categorical Data Analysis","author":"A Agresti","year":"2002","unstructured":"Agresti A (2002) Categorical Data Analysis, 2nd edn. Wiley, New York","edition":"2"},{"key":"77_CR2","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1023\/A:1012450327387","volume":"46","author":"O Chapelle","year":"2002","unstructured":"Chapelle O, Vapnik V, Bousquet O, Mukerjee S (2002) Choosing multiple parameters for support vector machines. Mach learn 46:131\u2013159","journal-title":"Mach learn"},{"key":"77_CR3","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1016\/S0169-2046(02)00150-0","volume":"62","author":"J Cheng","year":"2003","unstructured":"Cheng J, Masser I (2003) Urban growth modeling: a case study of Wuhan city, PR China. Landsc Urban Plan 62:199\u2013217","journal-title":"Landsc Urban Plan"},{"key":"77_CR4","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/S0893-6080(03)00169-2","volume":"17","author":"V Cherkassky","year":"2004","unstructured":"Cherkassky V, Ma Y (2004) Practical selection of SVM parameters and noise estimation for SVM regression. Neural Netw 17:113\u2013126","journal-title":"Neural Netw"},{"key":"77_CR5","doi-asserted-by":"crossref","first-page":"699","DOI":"10.1080\/136588198241617","volume":"12","author":"KC Clarke","year":"1998","unstructured":"Clarke KC, Gaydos LJ (1998) Loose-coupling a CA model and GIS: long-term urban growth prediction for San Francisco and Washington\/Baltimore. Int J Geogr Inf Sci 12:699\u2013714","journal-title":"Int J Geogr Inf Sci"},{"key":"77_CR6","doi-asserted-by":"crossref","first-page":"1565","DOI":"10.1080\/0143116031000101675","volume":"25","author":"P Coppin","year":"2004","unstructured":"Coppin P, Jonckheere I, Nackaerts K, Muys B (2004) Digital change detection methods in ecosystem monitoring: a review. Int J Remote Sens 25:1565\u20131596","journal-title":"Int J Remote Sens"},{"key":"77_CR7","volume-title":"An introduction to support vector machines","author":"N Cristianini","year":"2000","unstructured":"Cristianini N, Shawe-Taylor J (2000) An introduction to support vector machines. Cambridge University Press, Cambridge"},{"key":"77_CR8","unstructured":"Delaware Office of State Planning Coordination (1999) Gross land use changes in Delaware 1992 to 1997. Available online at: http:\/\/www.state.de.us\/planning\/info\/lulcdata\/change\/grsschng.pdf (accessed 12 May 2005)"},{"key":"77_CR9","doi-asserted-by":"crossref","first-page":"627","DOI":"10.14358\/PERS.70.5.627","volume":"70","author":"GM Foody","year":"2004","unstructured":"Foody GM (2004) Thematic map comparison: Evaluating the statistical significance of differences in classification accuracy. Photogramm Eng Remote sensing 70:627\u2013633","journal-title":"Photogramm Eng Remote sensing"},{"key":"77_CR10","volume-title":"Support vector machines for classification and regression","author":"SR Gunn","year":"1998","unstructured":"Gunn SR (1998) Support vector machines for classification and regression. ISIS Technical Report, Image Speech & Intelligent Systems Group, University of Southampton, Southampton"},{"key":"77_CR11","volume-title":"Spatial Models and GIS\u2013New Potential and New Models","author":"JH Landis","year":"2000","unstructured":"Landis JH, Zhang M (2000) Using GIS to improve urban activity and forecasting models: three examples. In: Fotheringham AS, Wegener M (eds) Spatial Models and GIS\u2013New Potential and New Models. Taylor & Francis, London"},{"key":"77_CR12","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1016\/S0169-2046(01)00160-8","volume":"55","author":"E Lopez","year":"2001","unstructured":"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. Landsc Urban Plan 55:271\u2013285","journal-title":"Landsc Urban Plan"},{"key":"77_CR13","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1080\/014311699213659","volume":"20","author":"JF Mas","year":"1999","unstructured":"Mas JF (1999) Monitoring land-cover changes: a comparison of change detection techniques. Int J Remote Sens 20:139\u2013152","journal-title":"Int J Remote Sens"},{"key":"77_CR14","doi-asserted-by":"crossref","first-page":"544","DOI":"10.1111\/j.0033-0124.2004.00447.x","volume":"56","author":"DK Munroe","year":"2004","unstructured":"Munroe DK, Southworth J, Tucker CM (2004) Modeling spatially and temporally complex land-cover change: the case of western Honduras. Prof Geogr 56:544\u2013559","journal-title":"Prof Geogr"},{"key":"77_CR15","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1111\/1467-8306.9302004","volume":"93","author":"DC Parker","year":"2003","unstructured":"Parker DC, Manson SM, Janssen MA, Hoffmann MJ, Deadman P (2003) Multi-agent systems for the simulation of land-use and land-cover change: a review. Ann Assoc Am Geogr 93:314\u2013337","journal-title":"Ann Assoc Am Geogr"},{"key":"77_CR16","volume-title":"Sequential minimal optimization: a fast algorithm for training support vector machines","author":"J Platt","year":"1998","unstructured":"Platt J (1998) Sequential minimal optimization: a fast algorithm for training support vector machines. Microsoft, Redmond Microsoft Research Technical Report MSR-TR-98-14"},{"key":"77_CR17","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/S0034-4257(97)00112-0","volume":"63","author":"MK Ridd","year":"1998","unstructured":"Ridd MK, Liu J (1998) A comparison of four algorithms for change detection in an urban environment. Remote Sens Environ 63:95\u2013100","journal-title":"Remote Sens Environ"},{"key":"77_CR18","volume-title":"Operations research: an introduction","author":"HA Taha","year":"1997","unstructured":"Taha HA (1997) Operations research: an introduction. Prentice hall, New Jersey"},{"key":"77_CR19","doi-asserted-by":"crossref","first-page":"292","DOI":"10.1016\/j.aca.2004.12.024","volume":"544","author":"B Ustun","year":"2005","unstructured":"Ustun B, Melssen WJ, Oudenhuijzen M, Buydens LMC (2005) Determination of optimal support vector regression parameters by genetic algorithms and simplex optimization. Analytical Chinica Acta 544:292\u2013305","journal-title":"Analytical Chinica Acta"},{"key":"77_CR20","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The nature of statistical learning","author":"V Vapnik","year":"1995","unstructured":"Vapnik V (1995) The nature of statistical learning. Springer, New York"},{"key":"77_CR21","volume-title":"Land Use and Cover Change","author":"PH Verburg","year":"2001","unstructured":"Verburg PH, Koning GHJ, Kok K, Veldkamp A, Priess J (2001) The CLUE modeling framework: an integrated model for the analysis of land use change. In: Singh RB, Jefferson F, Himiyama Y (eds) Land Use and Cover Change. Science Publishers, Enfield"},{"key":"77_CR22","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1068\/b307","volume":"31","author":"PH Verburg","year":"2004","unstructured":"Verburg PH, Ritsema van Eck JR, Nijs TCM, de Dijst MJ, Schot P (2004) Determinants of land-use change patterns in the Netherlands. Environ Plann B Plann Des 31:125\u2013150","journal-title":"Environ Plann B Plann Des"},{"key":"77_CR23","doi-asserted-by":"crossref","first-page":"1851","DOI":"10.1080\/0042098975286","volume":"34","author":"F Wu","year":"1997","unstructured":"Wu F, Yeh AG (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\u20131879","journal-title":"Urban Studies"},{"key":"77_CR24","doi-asserted-by":"crossref","first-page":"795","DOI":"10.1080\/13658810210157769","volume":"16","author":"F Wu","year":"2002","unstructured":"Wu F (2002) Calibration of stochastic cellular automata: the application to rural-urban land conversions. Int J Geogr Inf Sci 16:795\u2013818","journal-title":"Int J Geogr Inf Sci"},{"key":"77_CR25","doi-asserted-by":"crossref","first-page":"733","DOI":"10.1068\/b2740","volume":"28","author":"AG Yeh","year":"2001","unstructured":"Yeh AG, Li X (2001) A constrained CA model for the simulation and planning of sustainable urban forms by using GIS. Environ Plann B Plann Des 28:733\u2013753","journal-title":"Environ Plann B Plann Des"}],"container-title":["GeoInformatica"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10707-009-0077-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10707-009-0077-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10707-009-0077-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,24]],"date-time":"2023-05-24T04:07:15Z","timestamp":1684901235000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10707-009-0077-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009,2,25]]},"references-count":25,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2010,1]]}},"alternative-id":["77"],"URL":"https:\/\/doi.org\/10.1007\/s10707-009-0077-4","relation":{},"ISSN":["1384-6175","1573-7624"],"issn-type":[{"value":"1384-6175","type":"print"},{"value":"1573-7624","type":"electronic"}],"subject":[],"published":{"date-parts":[[2009,2,25]]}}}