Detecting Pairwise Interactive Effects of Continuous Random Variables for Biomarker Identification with Small Sample Size.
Amin Ahmadi AdlHye-Seung LeeXiaoning QianPublished in: IEEE ACM Trans. Comput. Biol. Bioinform. (2017)
Keyphrases
- random variables
- small sample size
- pairwise
- sample size
- high dimensionality
- linear discriminant analysis
- graphical models
- probability distribution
- high dimensional
- face recognition
- microarray data
- continuous variables
- conditional independence
- feature selection
- belief propagation
- mass spectrometry
- high dimensional data
- bayesian networks
- joint distribution
- independent and identically distributed
- gene expression data
- normal distribution
- markov random field
- similarity measure
- stochastic optimization problems
- computer vision
- latent variables
- principal component analysis
- microarray
- conditionally independent
- joint probability distribution
- failure rate
- marginal distributions
- distribution function
- model selection
- information extraction
- text mining
- stochastic processes
- co occurrence
- upper bound
- probabilistic model
- feature space
- gene expression
- machine learning