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