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Support Vector Machines - University of Maryland ... Flipbook PDF

1 Support Vector Machines Rezarta Islamaj Dogan Resources Support Vector Machines tutorial Andrew W. Moore www.autonlab.


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Support Vector Machines Rezarta Islamaj Dogan

Resources 

Support Vector Machines tutorial Andrew W. Moore 



www.autonlab.org/tutorials/svm.html

A tutorial on support vector machines for pattern recognition. C.J.C. Burges. 

Data Mining and Knowledge Discovery, 2(2):955974, 1998.

1

Linear Classifiers α x

yest

f f(x,w,b) = sign(w x + b)

Linear Classifiers

x

+

b=

0

w x + b>0

w

How to classify this data?

denotes +1 denotes -1

w x + b0

denotes +1 denotes -1

w x + b0

denotes +1 denotes -1

w x + b0

denotes +1 denotes -1

w x + b