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Resource Name
Glass Box UMAP
RRID:SCR_028826 RRID Copied      
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Glass Box UMAP (RRID:SCR_028826)
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Resource Information

URL: https://github.com/Arcadia-Science/glass-box-umap

Proper Citation: Glass Box UMAP (RRID:SCR_028826)

Description: Software Python package for making UMAP interpretable with exact feature contributions. Used to explain why data points land in specific places on a UMAP map. Augments UMAP by computing exact feature contributions to the UMAP embedding. Standard UMAP produces embeddings but offers no insight into why points land where they do. Glass Box UMAP solves this by using a specially designed neural network that enables exact computation of feature contributions, and does so without approximations. The feature contributions are mathematically exact, validated to near machine precision.

Resource Type: software toolkit, software resource

Defining Citation: DOI:10.57844/arcadia-4ye8-8tun

Keywords: making UMAP interpretable with exact feature contributions, data points land in specific places, UMAP map,

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