Unsupervised Dimension Reduction Methods for Protein Sequence Classification.
Dominik HeiderChristoph BartenhagenJan Nikolaj DybowskiSascha HaukeMartin PykaDaniel HoffmannPublished in: GfKl (2012)
Keyphrases
- sequence classification
- dimension reduction methods
- sequence alignment
- sequence data
- dimension reduction
- hidden markov models
- principal component analysis
- markov models
- unsupervised learning
- protein sequences
- support vector machine
- protein structure
- discriminative learning
- discriminant analysis
- conditional random fields
- amino acids
- pairwise
- supervised learning
- feature space
- weakly supervised
- decision trees
- machine learning
- data sets
- higher order
- data mining