June 15, 2017
Road map
- use cases
- user interface concepts
- cluster analysis components
- primitive sensitivity analysis
- classifier components
- role of metapackages like caret/mlr/MLInterfaces
Use case 1: transcript profiles to distinguish tissue source
- illumina bodymap in GEO
- another application: adequacy of mouse models of human biology
Species and organ of origin: microarrays and orthologues (McCall et al., NAR 2012)
Species, organ of origin, and batch: RNA-seq and orthologues (Lin et al., PNAS 2014)