Identification of DNA regulatory motifs using Bayesian variable selection.
Mahlet G. TadesseMarina VannucciPietro LiòPublished in: Bioinform. (2004)
Keyphrases
- variable selection
- dna sequences
- binding sites
- transcription factors
- cis regulatory
- cross validation
- input variables
- high dimensional
- biological sequences
- linear models
- model selection
- dna binding
- motif discovery
- dimension reduction
- regulatory elements
- genome wide
- genome sequences
- rna sequences
- regulatory networks
- sequence data
- high dimensional data
- maximum likelihood
- bayesian networks
- neural network
- data sets
- posterior distribution
- genomic sequences
- supervised learning
- gene regulation
- group lasso
- nearest neighbor
- machine learning