ECE 595ML Lecture 19.1: Support Vector Machine - Concept of Margin

By Stanley H. Chan

Electrical and Computer Engineering, Purdue University, West Lafayette, IN

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Researchers should cite this work as follows:

  • Stanley H. Chan (2020), "ECE 595ML Lecture 19.1: Support Vector Machine - Concept of Margin," https://nanohub.org/resources/32748.

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WTHR 200, Purdue University, West Lafayette, IN

ECE 595ML Lecture 19.1: Support Vector Machine - Concept of Margin
  • Lecture 19.1: Support Vector Machine - Concept of Margin 1. Lecture 19.1: Support Vector M… 0
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  • Outline 2. Outline 34.367701034367705
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  • Margin and Max-Margin Classifier 3. Margin and Max-Margin Classi… 176.27627627627629
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  • Recall: Linear Discriminant Function 4. Recall: Linear Discriminant Fu… 346.61327994661332
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  • Recall: Distance from from x0 to g(x) = 0 5. Recall: Distance from from x0 … 383.28328328328331
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  • Recall: Distance from from x0 to g(x) = 0 6. Recall: Distance from from x0 … 463.09642976309647
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  • Unsigned Distance 7. Unsigned Distance 523.18985652318986
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  • Margin 8. Margin 619.08575241908579
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  • More about Margin 9. More about Margin 713.546880213547
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  • Signed Distance 10. Signed Distance 743.37671004337676
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  • Unsigned VS Signed Distance 11. Unsigned VS Signed Distance 849.14914914914914
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  • Max-Margin Objective 12. Max-Margin Objective 894.46112779446116
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  • Good or Bad? 13. Good or Bad? 1065.3653653653655
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  • Good or Bad? 14. Good or Bad? 1092.4257590924258
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  • Good or Bad? 15. Good or Bad? 1143.9105772439107
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