Data · dataset · 2023
BRAQUE: Bayesian Reduction for Amplified Quantization in UMAP Embedding. Supplementary data.
Listed in Bicocca Open Archive Research Data
We propose a Bayesian Reduction for Amplified Quantization in Umap Embedding (BRAQUE) as an integrative novel approach, from data preprocessing to phenotype classification.
Description
BRAQUE starts with an innovative preprocessing, named Lognormal Shrinkage, able to enhance input fragmentation by fitting a lognormal mixture model and shrinking each component towards its median, in order to help further clustering step in finding more separated and clear clusters.
The BRAQUE’s pipeline consist of a dimensionality reduction step performed using UMAP, and a clustering performed using HDBSCAN on UMAP embedding. These SUPPLEMENTAL DATA contain the csv image data files for seven lymphoid tissues, the antibody list and an MTA agreement letter for the CyBorgh software.
Links
Where it is published
- DOI doi.org/10.17632/j8xbwb93x9.1 ↗
DOI / persistent id · from board unimib it
Catalogue records · 1
- OAI-PMH record board.unimib.it/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Aboar… ↗
metadata API · from board unimib it
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Image 75% · Sequence analysis 76%
Provenance · 1 source records, 12 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Bicocca Open Archive Research Data | oai:board.unimib.it/j8xbwb93x9.1 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].anzsrc:field:310206 | enrichment · board unimib it | taxonomy-embedding@1.0.0 | title+keywords+description (76%) |
| concepts[field].local:field:earth-environmental | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:engineering | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:humanities | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:social-science | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · board unimib it | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · board unimib it | connector:board_unimib_it@1.0.0 | /metadata/dc/description |
| license | source · board unimib it | connector:board_unimib_it@1.0.0 | /metadata/dc/rights |
| publication_date | source · board unimib it | connector:board_unimib_it@1.0.0 | |
| title | source · board unimib it | connector:board_unimib_it@1.0.0 | /metadata/dc/title |