Latent-space embedding of expression data identifies gene signatures from sputum samples of asthmatic patients.
Shaoke LouTianxiao LiDaniel SpakowiczXiting YanGeoffrey Lowell ChuppMark GersteinPublished in: BMC Bioinform. (2020)
Keyphrases
- latent space
- latent variables
- low dimensional
- gaussian process
- dimensionality reduction
- generative model
- gaussian processes
- lower dimensional
- feature space
- matrix factorization
- manifold learning
- high dimensional
- parameter space
- distance metric
- color images
- probabilistic latent semantic analysis
- transfer learning
- data sets
- gaussian process latent variable models
- gaussian mixture
- microarray
- high dimensional data
- high dimensionality
- pattern recognition
- dimension reduction
- random variables
- nearest neighbor
- lung cancer
- high dimensional spaces
- support vector
- machine learning