Scalable preprocessing for sparse scRNA-seq data exploiting prior knowledge.
Sumit MukherjeeYue ZhangJoshua FanGeorg SeeligSreeram KannanPublished in: Bioinform. (2018)
Keyphrases
- prior knowledge
- preprocessing
- data sets
- data collection
- sparse data
- training data
- small number
- data analysis
- data points
- synthetic data
- knowledge discovery
- high dimensional
- data structure
- probability distribution
- bayesian framework
- high quality
- noisy data
- labeled data
- database
- original data
- prior information
- preprocessing steps
- computer systems
- data processing
- image data
- neural network