A downsampling method enables robust clustering and integration of single-cell transcriptome data.
Jun RenQuan ZhangYing ZhouYudi HuXuejing LyuHongkun FangJing YangRongshan YuXiaodong ShiQiyuan LiPublished in: J. Biomed. Informatics (2022)
Keyphrases
- synthetic data
- input data
- clustering method
- prior knowledge
- data sets
- statistical methods
- computationally efficient
- spectral clustering
- test data
- database
- noisy data
- unsupervised learning
- missing data
- k means
- data sources
- data points
- preprocessing
- similarity matrix
- training data
- parameter free
- categorical data
- cluster centers
- clustering result
- training samples
- data objects
- video sequences
- clustering algorithm
- hierarchical clustering
- data mining techniques
- data mining tasks
- data structure
- similarity measure
- hierarchical clustering algorithm