An Improved Ratio-Based (IRB) Batch Effects Removal Algorithm for Cancer Data in a Co-Analysis Framework.
Shuchu HanHong QinDantong YuPublished in: BIBE (2014)
Keyphrases
- detection algorithm
- input data
- data sets
- data analysis
- probabilistic model
- learning algorithm
- optimal solution
- statistical analysis
- cost function
- large scale data sets
- data reduction
- noisy data
- simulated annealing
- data collection
- data acquisition
- dynamic programming
- data points
- contingency tables
- training data
- np hard
- preprocessing
- objective function
- high dimensional data
- information loss
- standard deviation
- spectral clustering
- synthetic data
- knowledge discovery
- gene expression
- data sources
- segmentation algorithm
- k means
- data mining techniques
- database