Article ; Online: High-Dimensional Modeling for Cytometry: Building Rock Solid Models Using GemStone™ and Verity Cen-se'™ High-Definition t-SNE Mapping.
Methods in molecular biology (Clifton, N.J.)
2017 Volume 1678, Page(s) 11–36
Abstract: This chapter outlines how to approach the complex tasks associated with designing models for high-dimensional cytometry data. Unlike gating approaches, modeling lends itself to automation and accounts for measurement overlap among cellular populations. ... ...
Abstract | This chapter outlines how to approach the complex tasks associated with designing models for high-dimensional cytometry data. Unlike gating approaches, modeling lends itself to automation and accounts for measurement overlap among cellular populations. Designing these models is now easier because of a new technique called high-definition t-SNE mapping. Nontrivial examples are provided that serve as a guide to create models that are consistent with data. |
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MeSH term(s) | Algorithms ; Animals ; Computational Biology/methods ; Data Interpretation, Statistical ; Flow Cytometry/methods ; Flow Cytometry/standards ; Gene Expression Profiling/methods ; Humans ; Immunophenotyping/methods ; Models, Statistical ; Organ Specificity ; Reproducibility of Results ; Workflow |
Language | English |
Publishing date | 2017-03-23 |
Publishing country | United States |
Document type | Journal Article ; Review |
ISSN | 1940-6029 |
ISSN (online) | 1940-6029 |
DOI | 10.1007/978-1-4939-7346-0_2 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
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