Multivariate analysis and self-organizing mapping applied to analysis of nest-site selection in Black-tailed Gulls

作者: Who-Seung Lee , Young-Soo Kwon , Jeong-Chil Yoo , Mi-Young Song , Tae-Soo Chon

DOI: 10.1016/J.ECOLMODEL.2005.08.043

关键词:

摘要: Abstract The factors affecting nest-site selection and breeding success of Black-tailed Gulls (Larus crassirostris) were studied in Hongdo Island Korea during the seasons 2002 2003. Two analyzing methods, Principal Component Analysis (PCA) Self-Organizing Map (SOM) – an unsupervised learning method artificial neural networks, applied to multivariable datasets characterizing nest-sites gulls. Both methods provided insights on major trends by Gulls. PCA showed that variables regarding “wall” effect such as rock cover nest-wall (positively), nearest distance between neighbors (negatively) related SOM confirmed ordination sample sites efficiently classified according environmental condition for breeding. Grouping based was more finely revealed subdivision slope neighbors. use techniques ecological informatics would be efficient tool data behavior birds.

参考文章(52)
Francine G. Buckley, Paul A. Buckley, Habitat Selection and Marine Birds Springer, Boston, MA. pp. 69- 112 ,(1980) , 10.1007/978-1-4684-2988-6_3
Teuvo Kohonen, Self-organized formation of topologically correct feature maps Biological Cybernetics. ,vol. 43, pp. 509- 521 ,(1988) , 10.1007/BF00337288
Elsie C. Collias, Nicholas E. Collias, Nest Building and Bird Behavior ,(1984)
George L. Hunt, Douglas Siegel-Causey, COLONIAL DEFENSE BEHAVIOR IN DOUBLE-CRESTED AND PELAGIC CORMORANTS The Auk. ,vol. 98, pp. 522- 531 ,(1981) , 10.1093/AUK/98.3.522
Thomas E. Martin, James J. Roper, Nest Predation and Nest-Site Selection of a Western Population of the Hermit Thrush The Condor. ,vol. 90, pp. 51- 57 ,(1988) , 10.2307/1368432
Young-Seuk Park, Régis Céréghino, Arthur Compin, Sovan Lek, Applications of artificial neural networks for patterning and predicting aquatic insect species richness in running waters Ecological Modelling. ,vol. 160, pp. 265- 280 ,(2003) , 10.1016/S0304-3800(02)00258-2
Stacy L Özesmi, Uygar Özesmi, An artificial neural network approach to spatial habitat modelling with interspecific interaction Ecological Modelling. ,vol. 116, pp. 15- 31 ,(1999) , 10.1016/S0304-3800(98)00149-5