World Standards Day Technical Report Artificial Intelligence and - - PowerPoint PPT Presentation
World Standards Day Technical Report Artificial Intelligence and - - PowerPoint PPT Presentation
World Standards Day Technical Report Artificial Intelligence and Big Data Saharnaz DILMAGHANI October 2019 Big Data, Machine Learning (ML), and Artificial Intelligence (AI) Machine Learning Big Data Supervised Volume Un-supervised
Big Data, Machine Learning (ML), and Artificial Intelligence (AI)
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- S. Dilmaghani - Technical Report: AI and Big data
ILNAS, “White Paper: Data Protection and Privacy in Smart ICT - Scientific Research and Technical standardization”, ILNAS, ANEC G.I.E, University of Luxembourg, Tech. Rep., 2018.
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Big Data Volume Variety Velocity Machine Learning Supervised Un-supervised Reinforcement Learning Deep Learning Artificial Intelligence
Data Privacy and Trustworthiness Threats
Training Data Model learning Application New Data Inference and Prediction
- Privacy breaches
- Data poisoning
- Data bias
- Model extraction
- Inference attack
- Privacy breaches
- Adversarial inputs
- Inference attack
- Privacy breaches
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Fredrikson, Matt, Somesh Jha, and Thomas Ristenpart. "Model inversion attacks that exploit confidence information and basic countermeasures.” Proceedings of the 22nd ACM SIGSAC Conference on Computer and Communications Security. ACM, 2015.
Recovered image Training set image
ttack xamples
Finlayson, Samuel G., et al. "Adversarial attacks on medical machine learning." Science 363.6433, 2019.
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Importance of Standardization
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International standards, certifications, and regulations
- Ensure the degree of privacy,
security, and trust against cyber attacks
- Protect individuals’ data
Gap Analysis
- Definitions and terminology
- Computational approaches
- Applications and use cases
- Privacy and security threats
✓ ISO/IEC 2382 ✓ ISO/IEC WD 22989 ✓ ISO/NP TR 23347 ✓ ISO/IEC AWI 24372 ✓ ISO/NP 3534-5 ✓ ISO/IEC WD 23053 ✓ ISO/IEC NP TR 24030 ✓ ISO/IEC TR 20547-2 ✓ ISO/IEC PDTR 24028
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Identification
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Gap Analysis
- Metrics
- Mitigation Strategies
- Risk quantification
✓ ISO/IEC PDTR 24028 ✓ ISO/IEC PDTR 24028 ✓ ISO/IEC NP TR 24027 ✓ ISO/IEC NP TR 24029-1 ✓ ISO/IEC 20889 ✓ ISO/IEC TR 27103 ✓ ISO/IEC 18033-6
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Measurements
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Gap Analysis
- Tests and Evaluation
- Constraints
- Implementation
✓ ISO/IEC CD 20547-4 ✓ ISO/IEC NP TR 24027 ✓ ISO/IEC NP TR 24029-1 ✓ ISO/IEC CD 20547-4
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Implementation
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Thank You!
saharnaz.dilmaghani@uni.lu
October 11, 2019
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