Raman Spectroscopy Using a Multiclass Extension of Fisher-Based Feature Selection Support Vector Machines (FFS-SVM) for Characterizing In-Vitro Apoptotic Cell Death Induced by Paclitaxel.
Michael B. FennMario Rosario GuarracinoJiaxing PiPanos M. PardalosPublished in: LION (2014)
Keyphrases
- multi class
- large margin classifiers
- feature selection
- support vector
- support vector machine
- learning machines
- raman spectra
- multi class classification
- binary classification
- cost sensitive
- svm classifier
- multiclass support vector machines
- kernel function
- support vectors
- classification accuracy
- feature selection algorithms
- text categorization
- multiclass classification
- machine learning
- text classification
- support vector machine svm
- cross validation
- pairwise
- model selection
- feature extraction
- multiclass problems
- multi task
- loss function
- training examples
- feature space
- kernel methods
- knn
- binary classification problems
- perceptron algorithm
- multiple classes
- multiclass svm
- error correcting output codes
- logistic regression
- soft margin
- svm classification
- binary classifiers
- maximum margin
- feature vectors
- feature subset
- base classifiers
- class imbalance
- generalization ability