A Regression-based K nearest neighbor algorithm for gene function prediction from heterogeneous data.
Zizhen YaoWalter L. RuzzoPublished in: BMC Bioinform. (2006)
Keyphrases
- heterogeneous data
- gene function prediction
- variable selection
- genome wide
- microarray data
- structure learning
- multi label classification
- multilabel classification
- microarray classification
- knn
- data integration
- data management
- k nearest neighbor
- gene function
- data sources
- high throughput
- databases
- metadata
- multi label
- machine learning
- nearest neighbor
- high dimensional
- microarray
- instance based learning
- complex data
- graphical models
- high dimensional data
- bayesian networks
- data sets
- feature selection
- data model
- gene expression
- cross validation
- text categorization
- classification algorithm
- information sources
- model selection
- gene expression data
- gaussian process
- gene ontology
- neural network
- dimension reduction
- web data
- information extraction
- social networks
- search engine