Time-series dimension reduction: a comprehensive review and conceptual unification of algorithms High-dimensional multivariate time-series data are analyzed in fields such as neuroscience, climatology, and finance. Time-series dimension-reduction (TSDR) methods are important for extracting inform...

New preprint! (by Kieran Owens)

Of interest to anyone who analyzes time-series data!:

"Time-series dimension reduction: a comprehensive review and conceptual unification of algorithms"

www.techrxiv.org/users/999518...

#timeseries #dimensionreduction #complexsystems

Finde by #ESA #AI4Science

#LPS2025 #DeepLearning #ML #EO #multispectral #Sentinel2 #SpectralIndices #DimensionReduction #Spatiotemporal #Phenology

#LPS25 here I come 🚆!
Another magnificent train journey to #Vienna despite the summer heat. Excited to present our project #DeepFeatures to you.

Funded by #ESA #AI4Science

#LPS2025 #DeepLearning #ML #EO #multispectral #Sentinel2 #SpectralIndeces #DimensionReduction #Spatiotemporal #Phenology