Environmental Monitoring Network Characterization and Clustering

Advanced Mapping of Environmental Data: Geostatistics, Machine Learning and Bayesian Maximum Entropy

Volumn , Issue , 2010, Pages 19-46

  Tuia, Devis ^a   Kanevski, Mikhail ^a  

^a UNIVERSITY OF LAUSANNE   (Switzerland)

Author keywords

Dimensional resolution; Fractal measures; Network quantification; Spatial clustering; Topological indices

Indexed keywords

EID: 84885526611     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9780470611463.ch2     Document Type: Chapter

References (37)

1. ALLAIN C. and CLOITRE M., "Characterizing the lacunarity of random and deterministic fractal sets", Physical Review A, 44, 1991, p. 3552-3558.
2. ALLARD D. and GUILLOT G., "Clustering geostatistical data", Proceedings of the 6th International Geostatistics Congress, Cape Town, South Africa, 2000, 15 p.
3. BONJORNE de ALMEIDA L., GALETTI M., "Seed dispersal and spatial distribution of Attalea geranensis (Arecaceae) in two remnants of Cerrado", Acta Oecologica, in press.
4. CRESSIE N., Statistics for Spatial Data, John Wiley and Sons, NY, 1993.
5. DEUTSCH C.V. and JOURNEL A.G., GSLIB, Geostatistical Software Library and User Guide, Oxford University Press, NY, 1997.
6. DIGGLE P.J., Statistical Analysis of Spatial Point Processes, second edition, Oxford University Press, London, 2003.
7. FEDER J., Fractals, Plenum Press, NY, 1988.
8. DE GRUIJTER J., BRUS D., BIERKENS M.F.P. and KNOTTERS M., Sampling for Natural Resource Monitoring, Springer, NY, 2006.
9. KANEVSKI M., MAIGNAN M., Analysis and Modelling of Spatial Environmental Data, EPFL Press, Lausanne, 2004.
10. KANEVSKI M., MAIGNAN M., PILLER G., "Advanced analysis and modelling tools for spatial environmental data. Case study: indoor radon data in Switzerland", Proceedings of the XVIII International Conference Enviroinfo 2004, Geneva.
11. KOVITZ J.L., CHRISTAKOS G., "Spatial statistics for clustered data", Stochastic Environment Research and Risk Assessment, 18(3), 2004, p. 147-166.
12. LE N.D., ZIDEK J.V., Statistical Analysis of Environmental Space-Time Processes, Springer, NY, 2006.
13. LOVEJOY S., SCHERTZER D. and LADOY P., "Fractal characterization of inhomogeneous geophysical measuring networks", Nature, 319, 1986, p. 43-44
14. LOVEJOY S. SCHERTZER D. and TSONIS A., "Functional Box-Counting and Multiple Elliptical Dimensions in Rain" Science, 1987, p. 1036-1038.
15. MANDELBROT B.B., "Fractals, lacunarity, and how it can be tuned and measured", NONNENMACHER, T.F., LOSA, G.A., WEIBEL, E.R. (eds.), Fractals in Biology and Medecine, Birkhäuser Verlag, Boston, 1994, p. 21-28.
16. MOLLER J., WAAGEPETERSEN R.P., Statistical Inference and Simulation for Spatial Point Processes, Chapman & Hall, Boca Raton, 2004.
17. MORAN P.A.P, "Notes on continuous stochastic phenomena", Biometrika, 37, 1950, p. 17-23.
18. MORISITA M., "Measuring of the dispersion of individuals and analysis of the distribution patterns", Mem. Fac. Sci. Kyushu Univ., Ser E., 2, 1959, p. 214-235.
19. MULLER W.G., Collecting Spatial Data. Optimum Design of Experiments for Random Fields, Third edition, Springer, NY, 2007.
20. NICHOLSON T., SAMBRIDGE M., GUDMUNDSSON O., "On entropy and clustering in earthquake hypocenter distributions", International Journal of Geophysics, 142, 2000, p. 37-51.
21. OKABE A., BOOTS B., SUGIHARA K., Spatial Tessellations: Concepts and Applications of Voronoï Diagrams, John Wiley & Sons, 1992.
22. OLEA R., "Declustering of Clustered Preferential Sampling for Histogram and Semivariogram Inference", Mathematical Geology, vol. 39, 2007, p. 453-467.
23. OUCHI, T., UEKAWA, T., "Statistical analysis of the spatial distribution of earthquakes - variation of the spatial distribution of earthquakes before and after large earthquakes", Physics of the Earth and Planetary Interiors, 44(3), 1986, p. 211-225.
24. PLOTNICK R.E., GARDNER R.H., HARGROVE W.W., PRESTEGAARD K. and PERLMUTTER M., "Lacunarity analysis: a general technique for the analysis of spatial patterns", Physical Review E, 53, 1996, p. 5461-5468.
25. POZDNOUKHOV A. and KANEVSKI M., "Monitoring network optimization for spatial data classification using support vector machines", Int. Journal of Environment and Pollution, vol. 28, 2006, p. 465-484.
26. PREPARATA F.P. and SHAMOS F.I., Computational Geometry, Springer, NY, 1985.
27. PRODANOV D., NAGELKERKE N., MARANI E., "Spatial clustering analysis in neuroanatomy: applications of different approaches to motor nerve fiber distribution", Journal of Neuroscience Methods, 160, 2007, p. 93-108.
28. RICHMOND A., "Two-points declustering for weighting data pairs in experimental variogram calculations", Computers and Geosciences, 2(2), 2002, p. 231-241.
29. RIPLEY B.D., "Modelling spatial patterns", Journal of the Royal Statistical Society, B39, 1977, 172-212.
30. SHAHID SHAUKAT S., ALI SIDDIQUI I., "Spatial pattern analysis of seed bank and its relationship with above-ground vegetation in an arid region", Journal of Arid Environments, 57, 2004, p. 311-327.
31. SMITH T.G., MARKS W.B., LANGE G.D., SHERIFF W.H. and NEALE E.A., "A fractal analysis of cell images", Journal of Neuroscience Methods, 27, 1989, p. 173-180.
32. SMITH T.G., LANGE G. and MARKS W.B., "Fractal methods and results in cellular morphology - dimensions, lacunarity and multifractals", Journal of Neuroscience Methods, 69, 1996, p. 123-136.
33. SOTYAN D., KENDALL W.S., MECKE J., Stochastic Geometry and its Applications, 2nd Ed., J. Wiley and Sons, Chichester, 1995.
34. TESSIER Y., LOVEJOY S., and SCHERTZER D., "Analysis and Simulation of the Global Meteorological Network", Journal of Applied Meteorology, vol. 33, 1994, p. 1572-1586.
35. THIESSEN A.H., "Precipitation average for large areas", Monthly Weather Review, 39, 1911, p. 1082-1084.
36. TUIA D., LASAPONARA R., TELESCA L., and KANEVSKI M., "Identifying spatial clustering phenomena in forest-fire sequences", Physica A, 376, 2007, p. 596-600.
37. TUIA D., KAISER C. and KANEVSKI M., "Clustering in environmental monitoring networks: dimensional resolutions and pattern detection", in GEOENV VI: Proceedings of the Sixth European Conference on Geostatistics and Environmental Applications, Sprinter, 2007.