Clustering of ant communities and indicator species analysis using self-organizing maps

被引:10
作者
Park, Sang-Hyun [1 ]
Hosoishi, Shingo [1 ]
Ogata, Kazuo [1 ]
Kuboki, Yuzuru
机构
[1] Kyushu Univ, Inst Trop Agr, Higashi Ku, Fukuoka, Japan
关键词
Species composition; Habitat; SOM; DCA; Indicator; HYMENOPTERA-FORMICIDAE; FISH ASSEMBLAGES; URBANIZATION; BIODIVERSITY; RICHNESS;
D O I
10.1016/j.crvi.2014.07.003
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
To understand the complex relationships that exist between ant assemblages and their habitats, we performed a self-organizing map (SUM) analysis to clarify the interactions among ant diversity, spatial distribution, and land use types in Fukuoka City, Japan. A total of 52 species from 12 study sites with nine land use types were collected from 1998 to 2012. A SUM was used to classify the collected data into three clusters based on the similarities between the ant communities. Consequently, each cluster reflected both the species composition and habitat characteristics in the study area. A detrended correspondence analysis (DCA) corroborated these findings, but removal of unique and duplicate species from the dataset in order to avoid sampling errors had a marked effect on the results; specifically, the clusters produced by DCA before and after the exclusion of specific data points were very different, while the clusters produced by the SUM were consistent. In addition, while the indicator value associated with SOMs clearly illustrated the importance of individual species in each cluster, the DCA scatterplot generated for species was not clear. The results suggested that SUM analysis was better suited for understanding the relationships between ant communities and species and habitat characteristics. (c) 2014 Academie des sciences. Published by Elsevier Masson SAS. All rights reserved.
引用
收藏
页码:545 / 552
页数:8
相关论文
共 41 条
[1]  
Andersen AN, 2004, FRONT ECOL ENVIRON, V2, P291
[2]  
[Anonymous], 2001, MATHWORKS MATL VERS
[3]   Habitat type influences fire resilience of ant assemblages in the semi-arid tropics of Northern Australia [J].
Barrow, L. ;
Parr, C. L. ;
Kohen, J. L. .
JOURNAL OF ARID ENVIRONMENTS, 2007, 69 (01) :80-95
[4]  
Bestelmeyer Brandon T., 2000, P122
[5]   The effects of land use on the structure of ground-foraging ant communities in the Argentine Chaco [J].
Bestelmeyer, BT ;
Wiens, JA .
ECOLOGICAL APPLICATIONS, 1996, 6 (04) :1225-1240
[6]   Review of the Self-Organizing Map (SOM) approach in water resources: Commentary [J].
Cereghino, R. ;
Park, Y. -S. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2009, 24 (08) :945-947
[7]   Ants mediate the structure of phytotelm communities in an ant-garden bromeliad [J].
Cereghino, Regis ;
Leroy, Celine ;
Dejean, Alain ;
Corbara, Bruno .
ECOLOGY, 2010, 91 (05) :1549-1556
[8]   Patternizing communities by using an artificial neural network [J].
Chon, TS ;
Park, YS ;
Moon, KH ;
Cha, EY .
ECOLOGICAL MODELLING, 1996, 90 (01) :69-78
[9]  
Crist TO, 2009, MYRMECOL NEWS, V12, P3
[10]   Ant (Hymenoptera: Formicidae) Communities of the Southern Cumberland Plateau [J].
Davis, Rex A. ;
Zigler, Kirk S. .
ANNALS OF THE ENTOMOLOGICAL SOCIETY OF AMERICA, 2012, 105 (03) :484-492