├── .gitignore ├── README.md └── geostat18-links.Rproj /.gitignore: -------------------------------------------------------------------------------- 1 | .Rproj.user 2 | .Rhistory 3 | .RData 4 | .Ruserdata 5 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # GEOSTAT 2018 - links and slides 2 | 3 | ## Monday 4 | 5 | ### Roger Bivand: “A practical history of R-sig-geo” 6 | 7 | - [repo](https://github.com/rsbivand/geostat18/) 8 | - [video](https://www.youtube.com/watch?v=LahHe37bnNE) 9 | 10 | ### Edzer Pebesma: "New R packages for spatial and spatiotemporal vector and raster data" 11 | 12 | - [slides](https://edzer.github.io/rstudio_conf/geostat.html) 13 | - [video](https://www.youtube.com/watch?v=yhpkx_xO-LE) 14 | 15 | ### Tim Appelhans: "Introduction to mapview and mapedit" 16 | 17 | - [repo](https://github.com/tim-salabim/geostat2018) 18 | - [video](https://www.youtube.com/watch?v=VUrTUt6yaMc) 19 | 20 | ### Robin Lovelace: “Geocomputation with R” 21 | 22 | - [slides](https://geocompr.github.io/presentations/geostat18-geocomputation.html#1) 23 | - [video](https://www.youtube.com/watch?v=0K6e3E2BpaE) 24 | 25 | ### Hanna Meyer: "Machine-learning based modelling of spatial and spatio-temporal data" 26 | 27 | - [slides](https://github.com/HannaMeyer/Geostat2018/tree/master/slides) 28 | - [video](https://www.youtube.com/watch?v=QGjdS1igq78) 29 | 30 | ### Tom Hengl: "Machine Learning as a generic framework for spatial prediction" 31 | 32 | - [slides](https://docs.google.com/presentation/d/e/2PACX-1vTHamwG8CDsqTQ5ump79Tl0X_JO1DS0pYHe7JUVVKutpAdj9kIjl5z-bocWgadNzTqybdCfROHHvd2t/pub?start=false&loop=false&delayms=3000) 33 | - [tutorial](https://github.com/thengl/GeoMLA) 34 | - [article](https://peerj.com/preprints/26693/) 35 | - [video](https://www.youtube.com/watch?v=SRE_dTWAOT4) 36 | 37 | ## Tuesday 38 | 39 | ### Edzer Pebesma: "Simple features for R / tidy spatial analysis" 40 | 41 | - [slides](https://edzer.github.io/UseR2017/geostat2018.html) 42 | - [video 1](https://www.youtube.com/watch?v=IZfvEQKd39I) 43 | - [video 2](https://www.youtube.com/watch?v=u5j13L-n7qQ) 44 | 45 | ### Tim Appelhans: “Using mapview and mapedit to visualise and edit geo-spatial data interactively in R” 46 | 47 | - [repo](https://github.com/tim-salabim/geostat2018) 48 | - [video](https://www.youtube.com/watch?v=p2mu15exMSY) 49 | 50 | ### Hanna Meyer: "Machine-learning based modelling of spatial and spatio-temporal data" (practical) 51 | 52 | - [slides](https://github.com/HannaMeyer/Geostat2018/tree/master/slides) 53 | - [exercise A](https://github.com/HannaMeyer/Geostat2018/tree/master/practice/LUCmodelling.html) 54 | - [exercise B](https://github.com/HannaMeyer/Geostat2018/tree/master/practice/CAST-intro.html) 55 | - [data for exercise A](https://github.com/HannaMeyer/Geostat2018/tree/master/practice/data/) 56 | - [video](https://www.youtube.com/watch?v=5NQUae1DzgU) 57 | 58 | ### Jianghao Wang: Urban Sensing and Computing - Big Data Analytic with Open Source Software 59 | 60 | - [slides](https://github.com/Jianghao/GeoSTAT2018) 61 | - [video](https://www.youtube.com/watch?v=P0U3zcxCk1o) 62 | 63 | ## Wednesday 64 | 65 | ### Jakub Nowosad: “GeoPAT 2 - analysis of spatial and temporal patterns” 66 | 67 | - [slides](https://nowosad.github.io/geostat18/geostat18_nowosad) 68 | - [video](https://www.youtube.com/watch?v=_yKbVqR_Zfc) 69 | 70 | ### Robin Lovelace: “Integrating spatial data in dplyr workflows: pitfalls and potential” 71 | 72 | - [slides](https://geocompr.github.io/presentations/spatial-tidyverse.html#1) 73 | - [video](https://www.youtube.com/watch?v=dosTCpt5YUs) 74 | 75 | ### Jannes Münchow: “R-GIS bridges: the examples of RQGIS and RSAGA” 76 | 77 | - [repo](https://github.com/geocompr/geostats_18/tree/master/pres/r_gis_bridges) 78 | - [video](https://www.youtube.com/watch?v=rGNy3ux-LPc) 79 | 80 | ### Jannes Münchow: “The importance of spatial cross-validation in predictive modeling” 81 | 82 | - [repo](https://github.com/geocompr/geostats_18/tree/master/pres/spatial_cv) 83 | - [video](https://www.youtube.com/watch?v=1rSoiSb7xbw) 84 | 85 | ### Robin Lovelace, Jakub Nowosad, Jannes Münchow: "Geocomputation with R - book unlaunch" 86 | 87 | - [video](https://www.youtube.com/watch?v=dVGXcdgLZ68) 88 | 89 | ## Thursday 90 | 91 | ### Markus Neteler: “Analysing environmental data with GRASS GIS” (practicals) 92 | 93 | - [website](http://neteler.gitlab.io/grass-gis-analysis/) 94 | - [video](https://www.youtube.com/watch?v=rePifY0UKDI) 95 | 96 | ### Veronica Andreo: "Spatiotemporal data processing and visualization in GRASS GIS" 97 | 98 | - [slides](https://gitpitch.com/veroandreo/grass-gis-geostat-2018/master?p=tgrass&grs=gitlab#/) 99 | - [repo](https://gitlab.com/veroandreo/grass-gis-geostat-2018) 100 | - [video](https://www.youtube.com/watch?v=o4DTeb-6e7I) 101 | 102 | ### Tomislav Hengl: “Computing with large rasters in R: tiling, parallelization, optimization” 103 | 104 | - [slides](https://github.com/Envirometrix/BigSpatialDataR/blob/master/tex/Processing_large_rasters_R.pdf) 105 | - [tutorial](https://github.com/Envirometrix/BigSpatialDataR) 106 | - [video](https://www.youtube.com/watch?v=ivH_guIzvqk) 107 | 108 | ### Edzer Pebesma: “Scalable raster data analysis in the cloud with R” 109 | 110 | - [notes](https://edzer.github.io/prague/eo.html) 111 | - [video](https://www.youtube.com/watch?v=8eFHuekFw_Y) 112 | 113 | ## Friday 114 | 115 | ### Tomislav Hengl: "Mapping species distribution using Machine Learning" 116 | 117 | - [article](https://peerj.com/articles/5457/) 118 | - [tutorial](https://github.com/Envirometrix/PNVmaps/tree/master/tutorial) 119 | - [video](https://www.youtube.com/watch?v=wJdHdUFc6xE) 120 | 121 | ### Chris Reudenbach: "Link2GI - consistent linking of Open Source GIS with R" 122 | 123 | - [repo](https://github.com/gisma/link2gi2018) 124 | - [video](https://www.youtube.com/watch?v=zk9ouFpT0Ns) 125 | 126 | ### Roger Bivand: "Process scale and autocorrelation" 127 | 128 | - [repo](https://github.com/rsbivand/geostat18/) 129 | 130 | ## Interviews 131 | 132 | - [Veronica Andreo](https://www.youtube.com/watch?v=xJATQqYQIlc) 133 | - [Roger Bivand](https://www.youtube.com/watch?v=rep__6A0D5M) 134 | - [Tim Appelhans](https://www.youtube.com/watch?v=J9Mbv-BUn4Y) 135 | - [Hanna Meyer](https://www.youtube.com/watch?v=Va7hl9G-aCo) 136 | - [Chris Reudenbach](https://www.youtube.com/watch?v=P4aEIIOjtdg) 137 | - [Robin Lovelace](https://www.youtube.com/watch?v=JIPffNXtgVc) 138 | - [Jakub Nowosad](https://www.youtube.com/watch?v=G7od5d3IyDQ) 139 | - [Jannes Muenchow](https://www.youtube.com/watch?v=dAZ1t1-eWOA) 140 | - [Marcus Neteler](https://www.youtube.com/watch?v=QVFIjrJaqKU) 141 | - [Matej Man](https://www.youtube.com/watch?v=eDSE4udXU3s) 142 | - [Tom Hengl](https://www.youtube.com/watch?v=65PZiHzNixc) 143 | - [Edzer Pebesma](https://www.youtube.com/watch?v=aRnCc1gUfIg) 144 | 145 | ## Additional links 146 | 147 | - [The blockCV package creates spatially or environmentally separated training and testing folds for cross-validation to provide a robust error estimation in spatially structured environments](https://github.com/rvalavi/blockCV) 148 | - [A nice toolbox based on R and GRASS GIS for mapping and modeling invasive species through remote sensing (LiDAR and Hyperspectral)](http://diarsproject.github.io/DIARS/HomeDIARS.html) 149 | - To handle large polygons and compute with larger stacks of rasters use: (a) [fasterize](https://cran.r-project.org/web/packages/fasterize/vignettes/using-fasterize.html), and (b) [tabularaster](https://www.rdocumentation.org/packages/tabularaster/versions/0.5.0). 150 | -------------------------------------------------------------------------------- /geostat18-links.Rproj: -------------------------------------------------------------------------------- 1 | Version: 1.0 2 | 3 | RestoreWorkspace: Default 4 | SaveWorkspace: Default 5 | AlwaysSaveHistory: Default 6 | 7 | EnableCodeIndexing: Yes 8 | UseSpacesForTab: Yes 9 | NumSpacesForTab: 2 10 | Encoding: UTF-8 11 | 12 | RnwWeave: Sweave 13 | LaTeX: pdfLaTeX 14 | --------------------------------------------------------------------------------