ECOLOGICAL-NICHE FACTOR ANALYSIS: HOW TO COMPUTE HABITAT-SUITABILITY MAPS WITHOUT ABSENCE DATA?

We propose a multivariate approach to the study of geographic species dis- tribution which does not require absence data. Building on Hutchinson's concept of the ecological niche, this factor analysis compares, in the multidimensional space of ecological variables, the distribution of the localities where the focal species was observed to a reference set describing the whole study area. The first factor extracted maximizes the marginality of the focal species, defined as the ecological distance between the species optimum and the mean habitat within the reference area. The other factors maximize the specialization of this focal species, defined as the ratio of the ecological variance in mean habitat to that observed for the focal species. Eigenvectors and eigenvalues are readily interpreted and can be used to build habitat-suitability maps. This approach is recommended in situations where absence data are not available (many data banks), unreliable (most cryptic or rare species), or meaningless (invaders). We provide an illustration and validation of the method for the alpine ibex, a species reintroduced in Switzerland which presumably has not yet recolonized its entire range.

[1]  S. Goldhor Ecology , 1964, The Yale Journal of Biology and Medicine.

[2]  F. James Rohlf,et al.  Biometry: The Principles and Practice of Statistics in Biological Research , 1969 .

[3]  G. Glass,et al.  Statistical methods in education and psychology , 1970 .

[4]  M. Hill,et al.  Data analysis in community and landscape ecology , 1987 .

[5]  Susan A. Livingston,et al.  HABITAT MODELS FOR NESTING BALD EAGLES IN MAINE , 1990 .

[6]  B. McArdle When are rare species not there , 1990 .

[7]  R. Leemans,et al.  Comparing global vegetation maps with the Kappa statistic , 1992 .

[8]  M. Zweig,et al.  Receiver-operating characteristic (ROC) plots: a fundamental evaluation tool in clinical medicine. , 1993, Clinical chemistry.

[9]  Kimberly G. Smith,et al.  A multivariate model of female black bear habitat use for a geographic information system , 1993 .

[10]  A. Solow Inferring Extinction from Sighting Data , 1993 .

[11]  R. Haight,et al.  A Regional Landscape Analysis and Prediction of Favorable Gray Wolf Habitat in the Northern Great Lakes Region , 1995 .

[12]  M. McCarthy,et al.  LINKING LANDSCAPE DATA WITH POPULATION VIABILITY ANALYSIS: MANAGEMENT OPTIONS FOR THE HELMETED HONEYEATER Lichenostomus melanops cassidix , 1995 .

[13]  G. Roloff,et al.  ESTABLISHING POPULATION VIABILITY PLANNING OBJECTIVES BASED ON HABITAT POTENTIALS , 1997 .

[14]  R. Haight,et al.  Causes and Implications of Species Restoration in Altered Ecosystems , 1997 .

[15]  H. Akçakaya,et al.  A Habitat‐Based Metapopulation Model of the California Gnatcatcher , 1997 .

[16]  John Bell,et al.  A review of methods for the assessment of prediction errors in conservation presence/absence models , 1997, Environmental Conservation.

[17]  E. Peeters,et al.  Logistic regression as a tool for defining habitat requirements of two common gammarids , 1998 .

[18]  S. Manel,et al.  Alternative methods for predicting species distribution: an illustration with Himalayan river birds , 1999 .

[19]  J. Calvo,et al.  Raptor distribution in relation to landscape composition in semi‐arid Mediterranean habitats , 1999 .

[20]  S. Lek,et al.  Environmental impact prediction using neural network modelling. An example in wildlife damage , 1999 .

[21]  S. Higgins,et al.  Predicting the Landscape‐Scale Distribution of Alien Plants and Their Threat to Plant Diversity , 1999 .

[22]  Uygar Özesmi,et al.  An artificial neural network approach to spatial habitat modelling with interspecific interaction , 1999 .

[23]  P. Beja,et al.  The use of sighting data to analyse Iberian lynx habitat and distribution , 1999 .

[24]  S. Dolédec,et al.  NICHE SEPARATION IN COMMUNITY ANALYSIS: A NEW METHOD , 2000 .

[25]  A. Hirzel,et al.  Assessing habitat-suitability models with a virtual species , 2001 .

[26]  H. Akçakaya,et al.  Assessing human impact despite uncertainty:viability of the northern spotted owl metapopulation in the northwestern USA , 1998, Biodiversity and Conservation.