Our paper on "Central subspace data depth" is posted in arXiv at https://arxiv.org/abs/2601.14947
#StatisticalDataDepth
#CentralSubspace
#Symmetry
#Statistics
#DimensionReduction
#ProjectionPursuit

Minimal Genetic Circuit for Cellular Anticipation
https://www.biorxiv.org/content/10.1101/2025.04.22.649979v1?rss=1

Circuit design in biology and machine learning. I. Random networks and dimensional reduction
https://arxiv.org/abs/2408.09604

Steven A. Frank
https://stevefrank.org/
https://en.wikipedia.org/wiki/Steven_Frank_(biologist)
https://en.wikipedia.org/wiki/Reservoir_computing

Biological circuit to anticipate trend
https://academic.oup.com/evlett/article/8/5/719/7697097

#SyntheticBiology #SyntheticCircuits #ReservoirComputing #EvolutionTheory #ML #DimensionReduction #biocomputing #SteveFrank

How would you do DimensionReduction #AI in #FOSS?

Do you find the minimal number of examples of a thing (eg. for #computerVision 1000 photos of a thing that best represents it) for #dimensionReduction and supply those with the #sourceCode?

Is the reduced dimension result enough?

We would assume that the former is needed, for it to be FOSS.