Optimal tuning of weighted kNN- and diffusion-based methods for denoising single cell genomics data.
Andreas TjärnbergOmar MahmoodChristopher A. JacksonGiuseppe-Antonio SaldiKyunghyun ChoLionel A. ChristiaenRichard A. BonneauPublished in: PLoS Comput. Biol. (2021)
Keyphrases
- knn
- k nearest neighbor
- data sets
- k nearest neighbour
- denoising
- nearest neighbor
- data analysis
- data points
- classification method
- decision trees
- knn classifier
- missing data
- high dimensional data
- knowledge discovery
- data structure
- vector quantization
- text categorization
- dimensionality reduction
- high throughput
- input space
- nearest neighbour
- dimensionality reduction methods