Support Vectors

• Support vectors are lines that are used to separate categories.
• Usually, if there is one there are many lines that can separate two categories.
• What is the best one?
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• You want to use the line that is furthest from both categories. Why?
• The support vectors are the lines that are on the edge of one category.
• You use the support vectors to calculate the best line, the maximum margin separator.