Symbolic Knowledge Extraction from Support Vector Machines: A Geometric Approach.
Lu RenArtur S. d'Avila GarcezPublished in: ICONIP (2) (2008)
Keyphrases
- knowledge extraction
- support vector
- learning machines
- large margin classifiers
- textual documents
- knowledge discovery
- systems engineering
- medical databases
- logistic regression
- data mining
- classification accuracy
- maximum margin
- diagnostic imaging
- kernel function
- feature selection
- support vector machine
- multi class classification
- multi class
- loss function
- training examples
- model selection
- kernel methods
- cross validation
- high level
- decision function
- learning algorithm
- generalization ability
- hyperplane
- multiple kernel learning
- svm classifier
- connectionist systems
- real world