Reducing the loss of information and gaining accuracy with clustering methods in a global land-use model

[1]  Robert Gentleman,et al.  Distance Measures in DNA Microarray Data Analysis , 2005 .

[2]  M. Rosegrant.  International Model for Policy Analysis of Agricultural Commodities and Trade (IMPACT) Model Description , 2012 .

[3]  Simina Brânzei,et al.  Weighted Clustering , 2011, AAAI.

[4]  Jennifer Koch,et al.  An integrated approach to modelling land-use change on continental and global scales , 2011, Environ. Model. Softw..

[5]  T. Worsley,et al.  FOOD-CONSUMPTION. , 2019, Science.

[6]  Bruce A. McCarl,et al.  The forest and agricultural sector optimization model (FASOM): Model structure and policy applications , 1996 .

[7]  D. Ruppert.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction , 2004 .

[8]  H. Lotze-Campen,et al.  Spatially-explicit scenarios on global cropland expansion and available forest land in an integrated modelling framework , 2009 .

[9]  Carol A. Wessman,et al.  Spatial Scales and Global Change: Bridging the Gap from Plots to GCM Grid Cells , 1992 .

[10]  F. Wilcoxon.  Individual Comparisons by Ranking Methods , 1945 .

[11]  E. Ostrom,et al.  The concept of scale and the human dimensions of global change: a survey , 2000, Ecological Economics.

[12]  J. Bouma,et al.  A spatial explicit allocation procedure for modelling the pattern of land use change based upon actual land use , 1999 .

[13]  Mark Rounsevell,et al.  The limitations of spatial land use data in environmental analysis , 2006 .

[14]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[15]  L. D. Danny Harvey,et al.  Upscaling in Global Change Research , 2000 .

[16]  Eric F. Lambin,et al.  A dynamic simulation model of land-use changes in Sudano-sahelian countries of Africa (SALU) , 2001 .

[17]  Wolfgang Lucht,et al.  Scenarios of global bioenergy production: The trade-offs between agricultural expansion, intensification and trade , 2010 .

[18]  David W. Cash,et al.  Linking global and local scales: designing dynamic assessment and management processes , 2000 .

[19]  Peter H. Verburg,et al.  A land-use systems approach to represent land-use dynamics at continental and global scales , 2012, Environ. Model. Softw..

[20]  Guido Rossum,et al.  Python Reference Manual , 2000 .

[21]  G. G. Stokes.  "J." , 1890, The New Yale Book of Quotations.

[22]  George Karypis,et al.  A Comparison of Document Clustering Techniques , 2000 .

[23]  David Kendrick,et al.  GAMS, a user's guide , 1988, SGNM.

[24]  C. Müller,et al.  Global food demand, productivity growth, and the scarcity of land and water resources: a spatially explicit mathematical programming approach. , 2008 .

[25]  H. Joe.  Relative Entropy Measures of Multivariate Dependence , 1989 .

[26]  P. Cochat,et al.  Et al , 2008, Archives de pediatrie : organe officiel de la Societe francaise de pediatrie.

[27]  Robert Tibshirani,et al.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.

[28]  H. Lotze-Campen,et al.  Food consumption, diet shifts and associated non-CO2 greenhouse gases from agricultural production , 2010 .

[29]  Peter H. Verburg,et al.  Projecting land use changes in the Neotropics: the geography of pasture expansion into forest , 2007 .

[30]  Marian Leimbach,et al.  Modeling Agriculture and Land Use in an Integrated Assessment Framework , 2003 .

[31]  C. Müller,et al.  Modelling the role of agriculture for the 20th century global terrestrial carbon balance , 2007 .

[32]  Kerstin Ronneberger,et al.  Land in sight?: Achievements, deficits and potentials of continental to global scale land-use modeling , 2006 .

[33]  H. Haberl,et al.  Scaling issues in long-term socio-ecological biodiversity research: a review of European cases , 2008 .

[34]  R. O'Neill,et al.  Landscape Ecology Explained@@@Landscape Ecology in Theory and Practice: Pattern and Process , 2001 .

[35]  Peter H. Verburg,et al.  Simulation of changes in the spatial pattern of land use in China , 1999 .

[36]  John A. Hartigan,et al.  Clustering Algorithms , 1975 .

[37]  Bruce A. McCarl,et al.  Forest and Agricultural Sector Optimization Model (FASOM): Model structure and policy applications. Forest Service research paper , 1996 .

[38]  Satoru Miyano,et al.  Open source clustering software , 2004 .

[39]  B. Eickhout,et al.  A multi-scale, multi-model approach for analyzing the future dynamics of European land use , 2008 .