Wikipedia has a reasonably good entry on
Support Vector Machines. The original paper proposing the technique is also a good resource, quite readable with good motivation:
Corinna Cortes and Vladimir N. Vapnik (1995, Support-Vector Networks, Machine Learning 20).
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