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#spatialpatterns

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Jakub Nowosad<p>It’s been 8 months since I started my MSCA-PF fellowship 🇩🇪 </p><p>Read the latest blog post for updates on research, collaborations, and life in Münster.</p><p>URL: <a href="https://jakubnowosad.com/posts/2025-04-13-msca-bp2" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">jakubnowosad.com/posts/2025-04</span><span class="invisible">-13-msca-bp2</span></a> </p><p><a href="https://fosstodon.org/tags/MSCA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MSCA</span></a> <a href="https://fosstodon.org/tags/SpatialML" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SpatialML</span></a> <a href="https://fosstodon.org/tags/SpatialPatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SpatialPatterns</span></a> <a href="https://fosstodon.org/tags/GISchat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GISchat</span></a></p>
Jakub Nowosad<p>🌌 Two blog posts about simulating spatial patterns with the kinetic Ising model.🌌 </p><p>Part 1: <a href="https://buff.ly/3vbhvFJ" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3vbhvFJ</span><span class="invisible"></span></a><br>Part 2: <a href="https://buff.ly/3RNy1Ue" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3RNy1Ue</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a></p>
Jakub Nowosad<p>🔥 The final blog post in my series on methods for comparing spatial patterns discusses its properties, applications, and extensions.🔥 </p><p>Read it at <a href="https://buff.ly/40NozWQ" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/40NozWQ</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geospatial</span></a></p>
Jakub Nowosad<p>Comparing spatial patterns blog post 5:</p><p>↔️ categorical raster data for arbitrary regions using <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a>↔️ </p><p>Read it at <a href="https://buff.ly/4fgfYR4" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/4fgfYR4</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geospatial</span></a></p>
Jakub Nowosad<p>Comparing spatial patterns blog post 4:</p><p>↔️ categorical raster data for overlapping regions using <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a>↔️ </p><p>Read it at <a href="https://buff.ly/3NLNIJW" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3NLNIJW</span><span class="invisible"></span></a>.</p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geospatial</span></a></p>
Jakub Nowosad<p>Comparing spatial patterns blog post 3:</p><p>↔️ continuous raster data for arbitrary regions using <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a>↔️ </p><p>Read it at <a href="https://buff.ly/48nkkU0" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/48nkkU0</span><span class="invisible"></span></a>.</p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geospatial</span></a></p>
Jakub Nowosad<p>Comparing spatial patterns blog post 2:</p><p>&gt; continuous raster data for overlapping regions using <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> &lt;</p><p>Read it at <a href="https://buff.ly/4dZAIem" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/4dZAIem</span><span class="invisible"></span></a>.</p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geospatial</span></a></p>
Jakub Nowosad<p>🛰️ I just started publishing a blog post series on comparing spatial patterns in raster data.🛰️ </p><p>Part one is about the motivation and the inventory of such methods.</p><p>URL: <a href="https://buff.ly/3NnmIQX" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3NnmIQX</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/geospatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>geospatial</span></a></p>
Jakub Nowosad<p>🎥 My talk "Comparing spatial patterns in raster data using R" at <a href="https://fosstodon.org/tags/foss4ge2024" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>foss4ge2024</span></a> in Tartu is now available online.🎥 </p><p>You can watch it at <a href="https://buff.ly/3XkYong" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3XkYong</span><span class="invisible"></span></a>.</p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a></p>
Jakub Nowosad<p>✨ The GeoPAT 2 software allows the segmentation/regionalization of large spatial raster data.✨ </p><p>Now, thanks to D G Rossiter, it can now be installed on MacOS.</p><p>You can find all of the instructions and other links at <a href="https://buff.ly/3LEzA4b" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3LEzA4b</span><span class="invisible"></span></a>. </p><p><a href="https://fosstodon.org/tags/sil" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>sil</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gitchat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gitchat</span></a></p>
Jakub Nowosad<p>🎆 I wrote a short paper inventorying existing methods for comparing spatial patterns in raster data and listing their <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> implementations 🎆 </p><p>Read it at <a href="https://buff.ly/3W214FC" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3W214FC</span><span class="invisible"></span></a></p><p>Check examples at <a href="https://buff.ly/4cWhjLh" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/4cWhjLh</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a></p>
Jakub Nowosad<p>🛝 At <a href="https://buff.ly/3W3uwLp" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3W3uwLp</span><span class="invisible"></span></a> you can find the slides from my talk about comparing spatial patterns in raster data from the <a href="https://fosstodon.org/tags/foss4ge2024" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>foss4ge2024</span></a> conference in Tartu, Estonia.🛝 </p><p><a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a> <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a></p>
Jakub Nowosad<p>My talk "Comparing spatial patterns in raster data using R" at <a href="https://fosstodon.org/tags/foss4ge2024" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>foss4ge2024</span></a> in Tartu:</p><p>📅 2024-07-04<br>🕥 10:30 local time (<a href="https://buff.ly/3zmUemm" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3zmUemm</span><span class="invisible"></span></a>)<br>📺 Watch live: <a href="https://buff.ly/3VPTTAh" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3VPTTAh</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a></p>
Jakub Nowosad<p>🔥 Thrilled to receive the MSCA Fellowship for my project, PRISM🔥 </p><p>Over the next two years, I'll be based at the University of Münster, collaborating with Hanna Meyer to incorporate understanding of spatial patterns into machine learning algorithms. </p><p><a href="https://buff.ly/4aJEmaX" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/4aJEmaX</span><span class="invisible"></span></a> </p><p>Looking forward to this experience (starting in August). </p><p><a href="https://fosstodon.org/tags/MSCAFellowship" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MSCAFellowship</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a></p>
Jakub Nowosad<p>❔ Do you know of any <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> packages that can be used to compare two spatial rasters? Please let me know!❔ </p><p>(I am working on a short paper on this topic -- I will share it in the future)</p><p><a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/foss4g" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>foss4g</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gischat</span></a></p>
American Naturalist<p>Spatial patterns have been used for years to understand regime shifts in ecosystems - but not in coral reefs. Can spatial patterns predict regime shifts occurring in coral communities? Read this new article by Génin et al. ahead of print! <br><a href="https://www.journals.uchicago.edu/doi/10.1086/728117" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">journals.uchicago.edu/doi/10.1</span><span class="invisible">086/728117</span></a> </p><p><a href="https://ecoevo.social/tags/coralReefs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>coralReefs</span></a> <a href="https://ecoevo.social/tags/regimeShifts" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>regimeShifts</span></a> <a href="https://ecoevo.social/tags/spatialPatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialPatterns</span></a> <a href="https://ecoevo.social/tags/ecosystem" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ecosystem</span></a> <a href="https://ecoevo.social/tags/coral" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>coral</span></a></p>
Jakub Nowosad<p>🎆 The version of 2.1 of the landscapemetrics package is now on CRAN.🎆 </p><p>It brings some bug fixes and many speed improvements.</p><p><a href="https://cran.r-project.org/package=landscapemetrics" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">cran.r-project.org/package=lan</span><span class="invisible">dscapemetrics</span></a> </p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/landscapeecology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>landscapeecology</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a></p>
Jakub Nowosad<p>My new blog post discusses the use of the motif R package to extract information about the composition and configuration of spatial patterns in categorical rasters. </p><p>Read it at <a href="https://jakubnowosad.com/posts/2023-11-18-motif-bp7/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">jakubnowosad.com/posts/2023-11</span><span class="invisible">-18-motif-bp7/</span></a> </p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/landscapeecology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>landscapeecology</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a></p>
Jakub Nowosad<p>My recent talk "Analysis of Spatial Patterns: Current State and Future Challenges" presented at IIASA explores methods for quantification and exploration of spatial patterns.</p><p>You can find the slides at <a href="https://jakubnowosad.com/iiasa2023/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">jakubnowosad.com/iiasa2023/</span><span class="invisible"></span></a>.</p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/spatialpatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spatialpatterns</span></a> <a href="https://fosstodon.org/tags/landscapeecology" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>landscapeecology</span></a></p>
Ilya Kashnitsky<p>Non-survival to pension age in Denmark and Sweden: a sub-national investigation</p><p>New preprint: <a href="https://osf.io/y9ke4" rel="nofollow noopener noreferrer" target="_blank"><span class="invisible">https://</span><span class="">osf.io/y9ke4</span><span class="invisible"></span></a></p><p>I construct full life tables for the small populations of 🇩🇰 municipalities, apply spatial clustering, and male survival at ages 50—65 to 🇸🇪</p><p>Look at Copenhagen!</p><p><a href="https://fosstodon.org/tags/Demography" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Demography</span></a> <a href="https://fosstodon.org/tags/SmallArea" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SmallArea</span></a> <a href="https://fosstodon.org/tags/Municipalities" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Municipalities</span></a> <a href="https://fosstodon.org/tags/Survival" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Survival</span></a> <a href="https://fosstodon.org/tags/Inequality" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Inequality</span></a> <a href="https://fosstodon.org/tags/SpatialPatterns" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SpatialPatterns</span></a> <a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rspatial</span></a></p>