ROBUST STATE-SPACE MODELING OF ANIMAL MOVEMENT DATA

作者: Ian D. Jonsen , Joanna Mills Flemming , Ransom A. Myers

DOI: 10.1890/04-1852

关键词:

摘要: Remotely sensed tracking data collected on animal movement is vastly un- derutilized due to a lack of statistical tools for appropriate analysis. Features such that make analysis particularly challenging include the presence estimation errors are non-Gaussian and vary in time, observations occur irregularly com- plexity underlying behavioral processes. We develop state-space framework simultaneously deals with these features demonstrate our method by analyzing three seal pathway sets. show how known information regarding error distributions can be used improve inference process(es) frame- work provides powerful flexible fitting different models data.

参考文章(14)
Marc. Mangel, Colin Whitcomb Clark, Dynamic State Variable Models in Ecology ,(2000)
Daniel Grünbaum, Using spatially explicit models to characterize foraging performance in heterogeneous landscapes. The American Naturalist. ,vol. 151, pp. 97- 113 ,(1998) , 10.1086/286105
P. Luschi, A. Sale, R. Mencacci, G. R. Hughes, J. R. E. Lutjeharms, F. Papi, Current transport of leatherback sea turtles (Dermochelys coriacea) in the ocean. Proceedings of The Royal Society B: Biological Sciences. ,vol. 270, pp. 129- 132 ,(2003) , 10.1098/RSBL.2003.0036
Deborah Austin, J. I. McMillan, W. D. Bowen, A THREE‐STAGE ALGORITHM FOR FILTERING ERRONEOUS ARGOS SATELLITE LOCATIONS Marine Mammal Science. ,vol. 19, pp. 371- 383 ,(2003) , 10.1111/J.1748-7692.2003.TB01115.X
B. J. McConnell, C. Chambers, M. A. Fedak, Foraging ecology of southern elephant seals in relation to the bathymetry and productivity of the Southern Ocean Antarctic Science. ,vol. 4, pp. 393- 398 ,(1992) , 10.1017/S0954102092000580
Richard Anderson-Sprecher, Robust estimates of wildlife location using telemetry data. Biometrics. ,vol. 50, pp. 406- 416 ,(1994) , 10.2307/2533384
David J Spiegelhalter, Nicola G Best, Bradley P Carlin, Angelika Van Der Linde, None, Bayesian measures of model complexity and fit Journal of The Royal Statistical Society Series B-statistical Methodology. ,vol. 64, pp. 583- 639 ,(2002) , 10.1111/1467-9868.00353
Juan Manuel Morales, Daniel T. Haydon, Jacqui Frair, Kent E. Holsinger, John M. Fryxell, EXTRACTING MORE OUT OF RELOCATION DATA: BUILDING MOVEMENT MODELS AS MIXTURES OF RANDOM WALKS Ecology. ,vol. 85, pp. 2436- 2445 ,(2004) , 10.1890/03-0269