CloudCluster - Unearthing the Functional Structure of a Cloud Service

CloudCluster - Unearthing the Functional Structure of a Cloud Service

USENIX via YouTube Direct link

Intro

1 of 25

1 of 25

Intro

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CloudCluster - Unearthing the Functional Structure of a Cloud Service

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  1. 1 Intro
  2. 2 Anatomy of a Cloud Service: The Customer View
  3. 3 Anatomy of a Cloud Service: The Provider View
  4. 4 Today: Monitoring at Different levels of Abstract
  5. 5 A New Abstraction: The Functional Structure
  6. 6 What do we mean by Functional Structure?
  7. 7 The Provider Does Not Know the Functional Stru
  8. 8 Extracting the Functional Structure
  9. 9 Hypothesis
  10. 10 Approach: Use Clustering!
  11. 11 Cloud Cluster: Challenges
  12. 12 The Problem
  13. 13 Insight: Exploit Redundancy in VM-to-VM Traffic
  14. 14 Dimensionality Reduction
  15. 15 Agglomerative Clustering
  16. 16 Generating the Clusters: Where to cut the dendre
  17. 17 Use Cluster Inconsistency to Decide!
  18. 18 Evaluating Clustering Performance
  19. 19 Cloud Cluster. Excellent Agreement with Ground
  20. 20 What is the Functional Structure Useful For?
  21. 21 Visualization
  22. 22 Detecting Traffic Shifts with Cloud Cluster
  23. 23 Detecting Structural Changes
  24. 24 Anomaly Detection
  25. 25 Summary

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