I-Impute: a self-consistent method to impute single cell RNA sequencing data.
Xikang FengLingxi ChenZishuai WangShuai Cheng LiPublished in: BMC Genom. (2020)
Keyphrases
- missing values
- synthetic data
- prior knowledge
- data sets
- information loss
- noisy data
- statistical methods
- missing data
- input data
- high accuracy
- training data
- training samples
- correlation analysis
- data analysis
- test data
- detection method
- significant improvement
- preprocessing
- data collection
- high quality
- segmentation method
- high dimensional data
- statistical significance
- model selection
- clustering method
- segmentation algorithm
- statistical analysis
- support vector machine
- knowledge discovery
- data sources
- data structure
- similarity measure
- neural network