DTSP-V: A trend-based Top Scoring Pairs method for classification of time series gene expression data.
Kaimin WuXiaofei NanYumei ChaiLiming WangKun LiPublished in: BIBM (2016)
Keyphrases
- classification method
- classification accuracy
- detection method
- support vector machine svm
- high accuracy
- support vector machine
- classification process
- unsupervised learning
- preprocessing
- significant improvement
- cost function
- benchmark data sets
- pattern classification
- machine learning methods
- pairwise
- cross validation
- model selection
- data sets
- feature vectors
- probabilistic model
- dynamic programming
- markov random field
- input data
- feature set
- image segmentation
- feature selection
- machine learning
- segmentation method
- feature space
- decision rules
- classification algorithm
- neural network
- high precision
- computational cost
- active learning