China: Information Security Technology-Security Specification and Assessment Methods for Machine Learning Algorithms

1. Appendix A (Normative) Machine Learning Algorithm Security Assessment Index
2. 1 Scope
3. 2 Normative References
4. 3 Terms and Definitions
5. 3.1 Adversarial examples (对抗样本)
6. 3.2 Personal information
7. 3.3 Machine learning algorithm
8. 3.4 Machine learning algorithm life cycle
9. 3.5 Algorithm failure
10. 3.6 Outliers
11. 3.7 Accuracy
12. 4 Acronyms
13. 5 Overview
14. Chapter 7, the confirmation methods that correspond to enhanced security requirements
15. 6 Security Requirements
16. 6.1 General
17. 6.2 Design and Development Stage
18. 6.3 Verification and Testing Stage
19. 6.4 Deployment and Operation Stage
20. 6.5 Maintenance and Upgrading Stage
21. 6.6 Decommissioning and Removal Stage
22. 7 Confirmation Methods
23. 7.1 General
24. 7.2 Design and Development Stage
25. 7.3 Verification and Testing Stage
26. 7.4 Deployment and Operation Stage
27. 7.5 Maintenance and Upgrading Stage
28. 7.6 Decommissioning and Removal Stage
29. 8 Security Assessment Implementation
30. 8.1 Security Assessment Format
31. 8.2 Security Assessment Preparation
32. 8.2.1 Clarify Assessment Scope
33. 8.2.2 Start of Assessment Work
34. 8.2.3 Assessment Scheme Formulation
35. 8.2.4 Assessment Scheme Review
36. 8.3 Security Assessment Execution
37. 8.4 Security Assessment Summary
38. 8.4.1 Comprehensive Analysis
39. 8.4.2 Report Preparation
40. 8.4.3 Result Feedback
41. 8.5 Security Assessment Result Judgment
42. Appendix A
43. Appendix A gives a fine-grained assessment index system for machine learning
44. 4 Draw a curve with the
45. 5 The degree to which Detect the number of
46. 6 Degree to which
47. 1 Data balance Required
48. 2 Data accuracy check whether the data Required
49. 5 Required
50. 4 Accessibility algorithm access quantity a given effective Required
51. 6 Recovery time algorithm is calculate the average, Required
52. 7 Recoverability security incidents and Required
53. 8 Data quality Required
54. 4 Required
55. 5 Normal service Assess the machine Under the specified time The higher the Required
56. 8 Optional
57. 1 Required
58. 8 Access controls adopted to control limiting the number of
59. 9 Optional
60. 2 Leak prevention Required
61. 5 Optional
62. Appendix B
63. Appendix C: Adversarial Example Attacks

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