A comprehensive evaluation of connectivity methods for L1000 data.
Kequan LinLu LiYifei DaiHuili WangShuaishuai TengXilinqiqige BaoZhi John LuDong WangPublished in: Briefings Bioinform. (2020)
Keyphrases
- data sets
- comprehensive evaluation
- original data
- image data
- noisy data
- data analysis
- systematic evaluation
- data reduction
- data mining methods
- raw data
- data distribution
- experimental data
- missing data
- synthetic data
- data processing
- input data
- data mining techniques
- computational cost
- data collection
- high dimensional data
- data mining
- knowledge discovery
- missing values
- statistical methods
- machine learning methods
- database
- data representations
- databases
- predictive model
- incomplete data
- machine learning
- search engine
- training data
- high quality
- data structure
- preprocessing
- high dimensional
- significant improvement
- statistical analysis
- data sources
- data points