課程概述 |
The goal of this course it to discuss some advanced machine learning
techniques. Recently several new methods originated from statistical
learning theory have been proposed. We will especially concentrate on
the support vector machines (SVM), a very promising classification
technique for pattern recognition.
Topics include:
Linear support vector machines
Optimization Theory
Nonlinear support vector machines
Positive definite functions
Generalized performance of pattern recognition
Decomposition methods
Support vector regression
Applications
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