Mapping natural habitats using remote sensing and sparse partial least square discriminant analysis
暂无分享,去创建一个
[1] Ramanathan Gnanadesikan,et al. Methods for statistical data analysis of multivariate observations , 1977, A Wiley publication in applied statistics.
[2] N. Sifakis,et al. Towards a wider uptake of remote sensing in Natura 2000 monitoring: Streamlining remote sensing products with users' needs and expectations , 2011, 2011 2nd International Conference on Space Technology.
[3] Clemens Reimann,et al. Multivariate outlier detection in exploration geochemistry , 2005, Comput. Geosci..
[4] Xiaoli Li,et al. Rule-Based Classification , 2014, Data Classification: Algorithms and Applications.
[5] H. Nagendra,et al. Remote sensing for conservation monitoring: Assessing protected areas, habitat extent, habitat condition, species diversity, and threats , 2013 .
[6] S. Keleş,et al. Sparse partial least squares regression for simultaneous dimension reduction and variable selection , 2010, Journal of the Royal Statistical Society. Series B, Statistical methodology.
[7] Michael Bock,et al. Remote sensing and GIS-based techniques for the classification and monitoring of biotopes: Case examples for a wet grass- and moor land area in Northern Germany , 2003 .
[8] Chad Hendrix,et al. A Comparison of Urban Mapping Methods Using High-Resolution Digital Imagery , 2003 .
[9] Thomas Blaschke,et al. Object based image analysis for remote sensing , 2010 .
[10] Daniel Clewley,et al. Updating the Phase 1 habitat map of Wales, UK, using satellite sensor data , 2011 .
[11] R. Tibshirani. Regression Shrinkage and Selection via the Lasso , 1996 .
[12] H. Nagendra. Using remote sensing to assess biodiversity , 2001 .
[13] Godela Rossner,et al. Mapping and indicator approaches for the assessment of habitats at different scales using remote sensing and GIS methods , 2004 .
[14] Liu Xianming,et al. A Time Petri Net Extended with Price Information , 2007 .
[15] C. Romão,et al. Interpretation manual of European Union habitats. , 1996 .
[16] Thomas Blaschke,et al. Spatial indicators for nature conservation from European to local scale , 2005 .
[17] Choen Kim,et al. Identification of tree species from high-resolution satellite imagery by using crown parameters , 2008, Remote Sensing.
[18] Nicole Krämer,et al. An overview on the shrinkage properties of partial least squares regression , 2007, Comput. Stat..
[19] A. Rango,et al. Combining Decision Trees with Hierarchical Object-oriented Image Analysis for Mapping Arid Rangelands , 2007 .
[20] S. Weiss,et al. GLM versus CCA spatial modeling of plant species distribution , 1999, Plant Ecology.
[21] Stephen P. Hubbell,et al. Local neighborhood effects on long-term survival of individual trees in a neotropical forest , 2001, Ecological Research.
[22] M. Fladeland,et al. Remote sensing for biodiversity science and conservation , 2003 .
[23] M. Bock,et al. Object-oriented methods for habitat mapping at multiple scales – Case studies from Northern Germany and Wye Downs, UK , 2005 .
[24] Robert M. Haralick,et al. Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..
[25] Davide Ballabio,et al. Evaluation of model predictive ability by external validation techniques , 2010 .
[26] C. Muñoz Sobrino,et al. Automatic habitat classification methods based on satellite images: A practical assessment in the NW Iberia coastal mountains , 2008, Environmental monitoring and assessment.
[27] Luis A. Sarabia,et al. Outliers in partial least squares regression: Application to calibration of wine grade with mean infrared data , 2005 .
[28] Peter Filzmoser,et al. Robust Multivariate Methods in Chemometrics , 2020, Comprehensive Chemometrics.
[29] M. Barker,et al. Partial least squares for discrimination , 2003 .
[30] A. Rango,et al. Object-oriented image analysis for mapping shrub encroachment from 1937 to 2003 in southern New Mexico , 2004 .
[31] R. Lucas,et al. Rule-based classification of multi-temporal satellite imagery for habitat and agricultural land cover mapping , 2007 .
[32] Philippe Besse,et al. Sparse PLS discriminant analysis: biologically relevant feature selection and graphical displays for multiclass problems , 2011, BMC Bioinformatics.
[33] Jianhua Z. Huang,et al. Sparse principal component analysis via regularized low rank matrix approximation , 2008 .
[34] J. Kerr,et al. From space to species: ecological applications for remote sensing , 2003 .
[35] Clayton C. Kingdon,et al. Remote sensing of the distribution and abundance of host species for spruce budworm in Northern Minnesota and Ontario , 2008 .
[36] Charlotte MacAlister,et al. Mapping wetlands in the Lower Mekong Basin for wetland resource and conservation management using Landsat ETM images and field survey data. , 2009, Journal of environmental management.
[37] Ron Wehrens,et al. The pls Package: Principal Component and Partial Least Squares Regression in R , 2007 .
[38] Peter Filzmoser,et al. Review of sparse methods in regression and classification with application to chemometrics , 2012 .
[39] Sunduz Keles,et al. Sparse Partial Least Squares Classification for High Dimensional Data , 2010, Statistical applications in genetics and molecular biology.
[40] Philippe Besse,et al. Statistical Applications in Genetics and Molecular Biology A Sparse PLS for Variable Selection when Integrating Omics Data , 2011 .
[41] Philippe Besse,et al. Sparse canonical methods for biological data integration: application to a cross-platform study , 2009, BMC Bioinformatics.
[42] R. Tibshirani,et al. Regression shrinkage and selection via the lasso: a retrospective , 2011 .
[43] Charalambos Kontoes,et al. Kernel based re-classification of Earth observation data for fine scale habitat mapping , 2005 .
[44] A. Boulesteix. Statistical Applications in Genetics and Molecular Biology PLS Dimension Reduction for Classification with Microarray Data , 2011 .