https://shaowen-ye.r-universe.devRecent package updates in shaowen-yeR-universehttps://github.com/shaowen-ye.pnghttps://shaowen-ye.r-universe.devTue, 11 Aug 2026 14:11:37 GMTyeshaowen2119@gmail.com (Shaowen Ye)Provides explicit data-design objects, leakage-safe preprocessing, design-aware resampling, reproducible ensembles of self-organizing maps, and evidence-oriented diagnostics for ecological, environmental and evolutionary applications. The package separates continuous-representation diagnostics from the defensibility of a hard partition and supports explicit abstention when evidence is insufficient. Self-organizing maps follow Kohonen (1982) <doi:10.1007/BF00337288>, using the 'kohonen' implementation described by Wehrens and Kruisselbrink (2018) <doi:10.18637/jss.v087.i07>.https://github.com/r-universe/shaowen-ye/actions/runs/38148867876Tue, 11 Aug 2026 14:11:37 GMTSOMevidence1.2.0successhttps://shaowen-ye.r-universe.devhttps://github.com/shaowen-ye/SOMevidencepalmer-penguins.Rmdpalmer-penguins.htmlA real-data audit of Palmer penguin morphology2026-08-11 02:09:442026-08-11 14:11:37api-lifecycle.Rmdapi-lifecycle.htmlAPI lifecycle and reproducibility contracts2026-08-10 17:09:212026-08-11 14:11:37getting-started.Rmdgetting-started.htmlAuditing a SOM ensemble without forcing classes2026-08-10 17:09:212026-08-11 14:11:37design-aware-resampling.Rmddesign-aware-resampling.htmlRespecting groups and monitoring domains in SOM validation2026-08-10 17:09:212026-08-10 17:09:21visualizing-evidence.Rmdvisualizing-evidence.htmlVisualizing SOM structure and uncertainty2026-08-10 17:09:212026-08-11 09:41:16