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Client-service Levels Prediction from Cloud-hosted Video Servers (Load…
Client-service Levels Prediction from Cloud-hosted Video Servers
Load-adjusted Learning (LA)
Machine Learning (ML) Algorithms
Linear
Linear Regression
Ridge Regression :
LASSO
Elastic Net
Non-linear
Random Forest
Deep learning Algorithms
Long Short Term Memory
Subset Selection
Independence Assumption in Learning
Testbed Implementation
Deploy LA Machine Learning Techniques :
Un-adjusted Learning (UA)
ML in Presence of Network Dynamics
Routing
Resource Allocation in Cloud-hosted Video Servers
Evaluation Metrics
Quality of Service Metrics
RTP Packet Count / MPEG/DASH
Video Frame Rate
Network Read Rate
Audio Buffer Rate
Accuracy Metrics