Coupling sample paths to the thermodynamic limit in Monte Carlo estimators with applications to gene expression.
Ethan LevienPaul C. BressloffPublished in: J. Comput. Phys. (2017)
Keyphrases
- monte carlo
- gene expression
- microarray
- variance reduction
- gene expression data
- policy evaluation
- microarray data
- conditional density estimation
- importance sampling
- confidence intervals
- monte carlo simulation
- markov chain
- gene regulation
- gene expression data analysis
- gene expression patterns
- gene expression profiles
- biological processes
- regulatory networks
- gene expression analysis
- monte carlo tree search
- markovian decision
- matrix inversion
- functional genomics
- differentially expressed genes
- temporal difference
- biological networks
- binding sites
- sample size
- particle filter
- dna microarray
- high throughput
- reinforcement learning
- gene interactions
- analysis of gene expression
- machine learning
- quasi monte carlo
- data sets