Using machine learning techniques and genomic/proteomic information from known databases for defining relevant features for PPI classification.
José M. UrquizaIgnacio RojasHéctor PomaresLuis Javier HerreraJ. P. FloridoOlga ValenzuelaMaria del Mar CeperoPublished in: Comput. Biol. Medicine (2012)
Keyphrases
- databases
- feature extraction
- feature vectors
- feature set
- highly informative
- classification accuracy
- prior knowledge
- information content
- structural information
- feature values
- feature space
- spatial information
- class labels
- classification process
- high dimensionality
- benchmark datasets
- decision trees
- high precision
- classification method
- classification models
- knn
- support vector