RAVAS: Interference-Aware Model Selection and Resource Allocation for Live Edge Video Analytics.
Ali RahmanianAhmed Ali-EldinSelome Kostentinos TesfatsionBjörn SkubicHarald GustafssonPrashant J. ShenoyErik ElmrothPublished in: sec (2023)
Keyphrases
- model selection
- resource allocation
- video analytics
- video analysis
- cross validation
- computer vision
- hyperparameters
- parameter estimation
- bayesian learning
- resource allocation problems
- machine learning
- error estimation
- optimal resource allocation
- statistical inference
- resource management
- variable selection
- allocation problems
- regression model
- feature selection
- edge detection
- scarce resources
- model selection criteria
- gaussian process
- marginal likelihood
- resource allocation decisions
- information criterion
- public space
- generalization error
- motion segmentation
- selection criterion
- allocation strategies
- mixture model
- long term evolution
- resource allocation and scheduling
- event detection
- parameter determination
- upper bound
- automatic model selection
- high resolution
- objective function
- distributed resource allocation