Resource and Performance Distribution Prediction for Large Scale Analytics Queries.
Alireza KhoshkbarforoushhaRajiv RanjanPublished in: ICPE (2016)
Keyphrases
- query processing
- prediction accuracy
- database
- prediction error
- query language
- predictive modeling
- efficient processing
- data management
- user queries
- database queries
- probability distribution
- neural network
- small scale
- learning analytics
- query evaluation
- range queries
- resource allocation
- random variables
- response time
- data sources
- data model
- real world
- web search engines
- big data
- query logs
- resource management
- social media
- case study
- query performance prediction
- prediction algorithm
- power law
- tree patterns
- query formulation
- web resources
- prediction model
- data objects
- query terms
- data distribution