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PowerPoint 簡報 (Lee Hung-yi, 2:11:44)
 
 
 
  • 1. Structured Support Vector Machine
  • 2. 公告
  • 3. 公告
  • 4. Structured Learning
  • 5. Unified Framework
  • 6. Three Problems
  • 7. Example Task: Object Detection
  • 8. Problem 1: Evaluation
  • 9. Problem 2: Inference
  • 10. Problem 2: Inference
  • 11. Problem 3: Training
  • 12. Outline
  • 13. Outline
  • 14. Assumption: Separable
  • 15. Structured Perceptron
  • 16. Warning of Math
  • 17. Proof of Termination
  • 18. Proof of Termination
  • 19. Proof of Termination
  • 20. Proof of Termination
  • 21. Proof of Termination
  • 22. End of Warning
  • 23. How to make training fast?
  • 24. Outline
  • 25. Non-separable Case
  • 26. Defining Cost Function
  • 27. (Stochastic) Gradient Descent
  • 28. When w is different, the y can be different.
  • 29. (Stochastic) Gradient Descent
  • 30. Outline
  • 31. Outline
  • 32. Based on what we have considered …...
  • 33. Considering the incorrect ones
  • 34. Defining Error Function
  • 35. Another Cost Function
  • 36. Gradient Descent
  • 37. Another Viewpoint
  • 38. Another Viewpoint
  • 39. More Cost Functions
  • 40. Outline
  • 41. Regularization
  • 42. Regularization
  • 43. Outline
  • 44. Structured SVM
  • 45. Structured SVM
  • 46. Structured SVM
  • 47. Structured SVM
  • 48. Structured SVM
  • 49. margin
  • 50. Structured SVM
  • 51. margin
  • 52. Structured SVM - Intuition
  • 53. Training data:
  • 54. Structured SVM
  • 55. Outline
  • 56. Slide 50
  • 57. Cutting Plane Algorithm
  • 58. Cutting Plane Algorithm
  • 59. Cutting Plane Algorithm
  • 60. Cutting Plane Algorithm
  • 61. Cutting Plane Algorithm
  • 62. Cutting Plane Algorithm
  • 63. Find the most violated one
  • 64. Cutting Plane Algorithm
  • 65. Cutting Plane Algorithm
  • 66. Training data:
  • 67. Training data:
  • 68. Training data:
  • 69. Training data:
  • 70. Training data:
  • 71. Training data:
  • 72. Training data:
  • 73. Concluding Remarks
  • 74. Multi-class SVM
  • 75. Multi-class SVM
  • 76. Multi-class SVM
  • 77. Binary SVM
  • 78. Concluding Remarks
  • 79. Beyond Structured SVM
  • 80. Beyond Structured SVM
  • 81. Beyond Structured SVM
  • 82. Concluding Remarks
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