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Support Vector Machines

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Author: Solly Brown

E-mail: sollyb@cse.unsw.edu.au

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Outline

● Introduction to SVM's

● Implementation of SVM's

❍ Linearly separable datasets ❍ Not linearly separable datasets ❍ Non-linear datasets

● Applications of SVM's

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References

● Vapnik, Cortes 1995 (Machine Learning 20:273-297)

● Burges 1998 (Data Mining and Knowledge Discovery 2:955-974)

● Cristianini, Shawe-Taylor 2000 ("An introduction to SVMs")

● Vapnik 1998 ("Statistical learning theory")

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Support Vector Machines

● Solly Brown

● sollyb@cse.unsw.edu.au

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