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CS559 Machine Learning Support Vector Machine
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CS559 Machine Learning 
Support Vector Machine 
CS559 Machine Learning 
Support Vector Machine 
 
Tian Han 
 
Department of Computer Science Stevens Institute of Technology 
 
 
Week 14 
 
 
 
 
 
 
 
 
 
 
 
•	Linear classifier, large margin, SVM 
•	Non-separable case, slack variable 
•	Non-linearity, kernels 
 
 
 
 
 
 
 
 
 
 
Linear classifier, large margin, SVM 
 
 
 
 
•	Linear classifiers construct 
linear decision boundaries(hyperplanes) that try to separate the data into dif...
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