A systematic comparison of novel and existing differential analysis methods for CyTOF data.
Lis ArendJudith BernettQuirin ManzMelissa KlugOlga LazarevaJan BaumbachDario BongiovanniMarkus ListPublished in: Briefings Bioinform. (2022)
Keyphrases
- statistical analysis
- data analysis
- database
- raw data
- data sets
- data analysis tasks
- data mining methods
- data acquisition
- computational cost
- data structure
- high dimensional data
- image data
- data sources
- original data
- input data
- data processing
- training data
- descriptive statistics
- noisy data
- data mining techniques
- data collection
- benchmark datasets
- data mining applications
- data mining
- databases
- multiple sources
- data reduction
- synthetic datasets
- data representations
- high dimensional
- data quality
- machine learning
- human experts
- machine learning methods
- data warehouse
- probability distribution
- significant improvement
- prior knowledge