Decomposition of the maximum entropy niche function – A step beyond modelling species distribution

作者: Sarah Cunze , Oliver Tackenberg

DOI: 10.1016/J.ENVSOFT.2015.05.004

关键词:

摘要: Some algorithms used to model species' distributions are often only considered as black boxes; coefficients of the underlying niche functions not interpreted ecologically. Here, we focus on maximum entropy approach that is commonly and successfully applied in order distribution. By means an eigenanalysis, decompose function into independent factors can be separately. In addition, derive parameters characterize niche, especially considering steepness modelled sensitivity species against changes certain environmental conditions. On example three well-studied Taiga forest tree illustrate capability scope our approach. Given easy availability data occurrences, presented seems a feasible way gain deeper insights related distributions. We special Maxent (multiplicative) factors.These allow interpretation, dimension reduction, visualization.The same suits estimation ecological

参考文章(54)
Jane Elith, Steven J. Phillips, Trevor Hastie, Miroslav Dudík, Yung En Chee, Colin J. Yates, A statistical explanation of MaxEnt for ecologists Diversity and Distributions. ,vol. 17, pp. 43- 57 ,(2011) , 10.1111/J.1472-4642.2010.00725.X
Trevor Hastie, Robert Tibshirani, Discriminant Analysis by Gaussian Mixtures Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 58, pp. 155- 176 ,(1996) , 10.1111/J.2517-6161.1996.TB02073.X
Jerome H. Friedman, Greedy function approximation: A gradient boosting machine. Annals of Statistics. ,vol. 29, pp. 1189- 1232 ,(2001) , 10.1214/AOS/1013203451
C. Gordon, C. Cooper, C. A. Senior, H. Banks, J. M. Gregory, T. C. Johns, J. F. B. Mitchell, R. A. Wood, The simulation of SST, sea ice extents and ocean heat transports in a version of the Hadley Centre coupled model without flux adjustments Climate Dynamics. ,vol. 16, pp. 147- 168 ,(2000) , 10.1007/S003820050010
J. Harte, T. Zillio, E. Conlisk, A. B. Smith, MAXIMUM ENTROPY AND THE STATE‐VARIABLE APPROACH TO MACROECOLOGY Ecology. ,vol. 89, pp. 2700- 2711 ,(2008) , 10.1890/07-1369.1
Sibusiso Sibisi, John Skilling, Richard G. Brereton, Ernest D. Laue, James Staunton, Maximum entropy signal processing in practical NMR spectroscopy Nature. ,vol. 311, pp. 446- 447 ,(1984) , 10.1038/311446A0
V. D. Pope, M. L. Gallani, P. R. Rowntree, R. A. Stratton, The impact of new physical parametrizations in the Hadley Centre Climate Model—HADAM3 Climate Dynamics. ,vol. 16, pp. 123- 146 ,(2000) , 10.1007/S003820050009
Peter Feinsinger, E. Eugene Spears, Robert W. Poole, A Simple Measure of Niche Breadth Ecology. ,vol. 62, pp. 27- 32 ,(1981) , 10.2307/1936664
E. C. Pielou, Niche Width and Niche Overlap: A Method for Measuring Them Ecology. ,vol. 53, pp. 687- 692 ,(1972) , 10.2307/1934784