Spatial cross-validation and bootstrap for the assessment of prediction rules in remote sensing: The R package sperrorest

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2012, Pages 5372-5375

  Brenning, Alexander ^a  

^a UNIVERSITY OF WATERLOO   (Canada)

Author keywords

classification accuracy; Gabor filters; land cover classification; rock glaciers; spatial bootstrap; Spatial cross validation

Indexed keywords

CLASSIFICATION ACCURACY; LAND COVER CLASSIFICATION; ROCK GLACIERS; SPATIAL BOOTSTRAP; SPATIAL CROSS VALIDATIONS;

GABOR FILTERS; GEOLOGY; GLACIERS;

REMOTE SENSING;

EID: 84873195831     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2012.6352393     Document Type: Conference Paper

References (20)

1. P.O. Gislason, J.A. Benediktsson, and J.R. Sveinsson, "Random Forests for land cover classification," Pattern Recognition Letters, vol. 27, pp. 294-300, 2006, 3rd Pattern Recognition in Remote Sensing Workshop, Kingston Univ, Kingston Upon Thames, England, August 27, 2004.
2. G. Mountrakis, J. Im, and C. Ogole, "Support vector machines in remote sensing: A review," ISPRS Journal of Photogrammetry and Remote Sensing, vol. 66, no. 3, pp. 247-259, 2011.
3. A. Brenning, "Spatial prediction models for landslide hazards: review, comparison and evaluation," Natural Hazards Earth System Sci., vol. 5, pp. 853-862, 2005.
4. G. Ruß and A. Brenning, "Data mining in precision agriculture: Management of spatial information," in Computational Intelligence for Knowledge-Based Systems Design, E. Hüllermeier, R. Kruse, and F. Hoffmann, Eds., Berlin, Heidelberg, 2010, vol. 6178 of LNAI, pp. 350-359, Springer.
5. A. Brenning and B. Lausen, "Estimating error rates in the classification of paired organs," Statistics in Medicine, vol. 27, pp. 4515-4531, 2008.
6. P. Bühlmann, "Bootstraps for time series," Statistical Science, vol. 17, pp. 52-72, 2002.
7. A. C. Davison, D. V. Hinkley, and G. A. Young, "Recent developments in bootstrap methodology," Statistical Science, vol. 18, pp. 141-157, 2003.
8. D. N. Politis, "The impact of bootstrap methods on time series analysis," Statistical Science, vol. 18, pp. 219- 230, 2003.
9. M. Taper, "Bootstrapping dependent data in ecology," in ASA Proceedings of the Joint Statistical Meetings, 2004, pp. 2994-2999.
10. E. C. Grunsky, "R: a data analysis and statistical programming environment-an emerging tool for the geosciences," Computers& Geosciences, vol. 28, pp. 1219- 1222, 2002, doi:10.1016/S0098-3004(02)00034-1.
11. R. S. Bivand, "Using the R statistical data analysis language on GRASS 5.0 GIS data base files," Computers & Geosciences, vol. 26, pp. 1043-1052, 2000.
12. A. Brenning, "Statistical geocomputing combining R and SAGA: The example of landslide susceptibility analysis with generalized additive models," in SAGA Seconds Out, Jürgen Böhner, Thomas Blaschke, and Luca Montanarella, Eds., vol. 19 of Hamburger Beiträge zur Physischen Geographie und Landschaftsökologie, pp. 23-32. Institut für Geographie, Universität Hamburg, Hamburg, Germany, 2008.
13. W. N. Venables and B. D. Ripley, Modern applied statistics with S, Springer, New York, 4th edition, 2002.
14. A. Peters and T. Hothorn, ipred: Improved Predictors, 2011, R package version 0.8-11.
15. A. Brenning, K. Kaden, and S. Itzerott, "Comparing classifiers for crop identification based on multitemporal Landsat TM/ETM data," in Proceedings, Second Workshop of the EARSeL Special Interest Group on Remote Sensing of Land Use and Land Cover, 28-30 September 2006, Bonn, Germany, 2006, pp. 64-71.
16. A. Brenning, "Benchmarking classifiers to optimally integrate terrain analysis and multispectral sensing in automatic rock glacier detection," Remote Sensing of Environment, vol. 113, pp. 239-247, 2009.
17. A. Brenning, S. Long, and P. Fieguth, "Detecting rock glacier flow structures using gabor filters and IKONOS imagery," Remote Sensing of Environment, vol. submitted, submitted.
18. T. Hastie. and R. Tibshirani, Generalized additive models, Chapman and Hall, London, 1990.
19. T. Hothorn and B. Lausen, "Bundling classifiers by bagging trees," Computational Statistics & Data Analysis, vol. 49, pp. 1068-1078, 2005.
20. G. Ruß and A. Brenning, "Spatial variable importance assessment for yield prediction in precision agriculture," in Advances in Intelligent Data Analysis IX, Proceedings, Cohen, P.R. and Adams, N.M. and Berthold, M.R., Ed., 2010, vol. 6065 of Lecture Notes in Computer Science, pp. 184-195, 9th International Symposium on Intelligent Data Analysis, Tucson, AZ, May 19-21, 2010.